diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst
index 21a9e34806d5b3671103d4a334fcdfd92880c1bc..00a9dcd93acecc50c3c0722ecd71d96cd116eab9 100644
--- a/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst
@@ -17,19 +17,11 @@ bayesvalidrox.surrogate\_models.engine.Engine
    .. autosummary::
    
       ~Engine.__init__
-      ~Engine.choose_next_sample
-      ~Engine.dual_annealing
       ~Engine.eval_metamodel
-      ~Engine.run_util_func
       ~Engine.start_engine
-      ~Engine.tradeoff_weights
       ~Engine.train_normal
       ~Engine.train_seq_design
       ~Engine.train_sequential
-      ~Engine.util_AlphOptDesign
-      ~Engine.util_BayesianActiveDesign
-      ~Engine.util_BayesianDesign
-      ~Engine.util_VarBasedDesign
    
    
 
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.rst
index 43998aeade22fc4feb5c04282973e72a1ae1d72e..a73ff3387b3ede34a272edb2f2b95c7730c9d2a6 100644
--- a/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.rst
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.rst
@@ -9,15 +9,6 @@ bayesvalidrox.surrogate\_models.engine
 
    
    
-   .. rubric:: Functions
-
-   .. autosummary::
-      :toctree:     
-   
-      hellinger_distance
-      logpdf
-      subdomain
-   
    
 
    
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.rst
index fbd49ba297a2f28c516c5818e5f844d545986446..19ea8468254de7631be7b80500ebcb44dabf033a 100644
--- a/docs/source/_autosummary/bayesvalidrox.surrogate_models.rst
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.rst
@@ -1,4 +1,4 @@
-bayesvalidrox.surrogate\_models
+bayesvalidrox.surrogate\_models
 ===============================
 
 .. automodule:: bayesvalidrox.surrogate_models
@@ -41,5 +41,6 @@ bayesvalidrox.surrogate\_models
    bayesvalidrox.surrogate_models.orthogonal_matching_pursuit
    bayesvalidrox.surrogate_models.reg_fast_ard
    bayesvalidrox.surrogate_models.reg_fast_laplace
+   bayesvalidrox.surrogate_models.sequential_design
    bayesvalidrox.surrogate_models.surrogate_models
 
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst
new file mode 100644
index 0000000000000000000000000000000000000000..85bf390ce314ff2dcc87557ffd5f13404782ca47
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst
@@ -0,0 +1,34 @@
+bayesvalidrox.surrogate\_models.sequential\_design.SequentialDesign
+===================================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autoclass:: SequentialDesign
+   :members:                                   
+   :show-inheritance:                           
+   :inherited-members:                          
+
+   
+   .. automethod:: __init__
+
+   
+   .. rubric:: Methods
+
+   .. autosummary::
+   
+      ~SequentialDesign.__init__
+      ~SequentialDesign.choose_next_sample
+      ~SequentialDesign.dual_annealing
+      ~SequentialDesign.run_util_func
+      ~SequentialDesign.start_seqdesign
+      ~SequentialDesign.tradeoff_weights
+      ~SequentialDesign.util_AlphOptDesign
+      ~SequentialDesign.util_BayesianActiveDesign
+      ~SequentialDesign.util_BayesianDesign
+      ~SequentialDesign.util_VarBasedDesign
+   
+   
+
+   
+   
+   
\ No newline at end of file
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst
new file mode 100644
index 0000000000000000000000000000000000000000..e242998b25145fd1d0320e10f4ebc1503f00a302
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.hellinger\_distance
+======================================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: hellinger_distance
\ No newline at end of file
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst
new file mode 100644
index 0000000000000000000000000000000000000000..124f9a6d588f053034144a510db677ae96b91da6
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.logpdf
+=========================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: logpdf
\ No newline at end of file
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst
new file mode 100644
index 0000000000000000000000000000000000000000..2e13f6766e5c85e70fae2f7087baaf350a38b095
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst
@@ -0,0 +1,40 @@
+bayesvalidrox.surrogate\_models.sequential\_design
+==================================================
+
+.. automodule:: bayesvalidrox.surrogate_models.sequential_design
+
+   
+   
+   
+
+   
+   
+   .. rubric:: Functions
+
+   .. autosummary::
+      :toctree:     
+   
+      hellinger_distance
+      logpdf
+      subdomain
+   
+   
+
+   
+   
+   .. rubric:: Classes
+
+   .. autosummary::
+      :toctree:     
+      :template: custom-class-template.rst  
+   
+      SequentialDesign
+   
+   
+
+   
+   
+   
+
+
+
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst
new file mode 100644
index 0000000000000000000000000000000000000000..abef419d34e8f934f2fff5d6d4573313336c9ca6
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.subdomain
+============================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: subdomain
\ No newline at end of file
diff --git a/docs/source/bmc_description.rst b/docs/source/bmc_description.rst
index b3eaf86c2ca702ffa9781de4f6f3224f87c479fb..3ebd9d5250e3aee50bd1dd9fe9c9fb6845be6d15 100644
--- a/docs/source/bmc_description.rst
+++ b/docs/source/bmc_description.rst
@@ -18,5 +18,66 @@ Bayesian multi-model comparison
 Example
 =======
 To perform model comparison, we first need to define the set of competing models.
-For this, we create two additional models based on the example model from :any:`model_description`.
-The first of these models 
\ No newline at end of file
+For this, we create an additional model in the file ``model2.py`` based on the example model from :any:`model_description`.
+
+>>> def model2(samples, x_values):
+>>>     poly = samples[0]*np.power(x_values, 3)
+>>>     outputs = {'A': poly, 'x_values': x_values}
+>>>     return outputs
+
+Then we can build another surrogate for this model, following the same code as for the surrogate in :any:`surrogate_description`.
+
+>>> Model2 = PyLinkForwardModel()
+>>> Model2.link_type = 'Function'
+>>> Model2.py_file = 'model2'
+>>> Model2.name = 'model2'
+>>> Model2.Output.names = ['A']
+>>> Model2.func_args = {'x_values': x_values}
+>>> Model2.store = False
+    
+>>> MetaMod2 = MetaModel(Inputs)
+>>> MetaMod2.meta_model_type = 'aPCE'
+>>> MetaMod2.pce_reg_method = 'FastARD'
+>>> MetaMod2.pce_deg = 3
+>>> MetaMod2.pce_q_norm = 1
+    
+>>> ExpDesign2 = ExpDesigns(Inputs)
+>>> ExpDesign2.n_init_samples = 30
+>>> ExpDesign2.sampling_method = 'random'
+    
+>>> Engine_2 = Engine(MetaMod2, Model2, ExpDesign2)
+>>> Engine_2.train_normal()
+
+To perform model comparison we use the class :any:`bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison`.
+
+>>> from bayesvalidrox import BayesModelComparison`
+
+We collect the engines that should be compared in a dictionary, and assign them names.
+
+>>> meta_models = {
+>>>     "linear": Engine_,
+>>>     "degthree": Engine_2
+>>>     }
+	
+Then we create an object of class ``BayesModelComparison``.
+
+>>> BayesOpts = BayesModelComparison()	
+
+As the comparison uses the class :any:`bayesvalidrox.bayes_inference.bayes_inference.BayesInference`, we can also set the properties for this class as well.
+These are collected in a dictionary and given to the function calls that perform the model comparison.
+In this example we use the following settings.
+
+>>> opts_bootstrap = {
+>>>     "bootstrap": True,
+>>>     "n_samples": 100,
+>>>     "Discrepancy": DiscrepancyOpts,
+>>>     "emulator": True,
+>>>     "plot_post_pred": False
+>>>     }
+
+Now we can run the full model comparison.
+
+>>> output_dict = BayesOpts.model_comparison_all(meta_models, opts_bootstrap)
+
+The created plots are saved in the folder ``Outputs_Comparison``.
+
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diff --git a/public/.doctrees/environment.pickle b/public/.doctrees/environment.pickle
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diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html
index d6ae664d3a234e92f0775a6cb50dab94113152e6..d61827eafe17061d12a603ed7dba62c059d62745 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html
index be2a80de6a8e7f00e136d7bcf354bd2e691c833a..1d8d9fe8fdfa62b6b74d71613a75c40b715d4b22 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html
index 8c36c6beaa669b19afc29e45796a9315b7896101..eacbefdddc7cf00e5726f4c5b283eb258d1ce68b 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html
index 0180e21c689d5ba3b4402ef9c463fbe1d7f0ea5f..33dd94b0b9282b5d0b233c37844401a329d4947e 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html b/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html
index 3eea32209da101a5e790589f865c4aa6e3ec5cbe..ece812c4f3e732ae9e6b145c6f4ba8905adddac2 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html b/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html
index e21d3a79bb7e48b5b2217b9d0213985868e04a97..40faddf214d1034fab8b2cb37917f4a74fb12e2d 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.html b/public/_autosummary/bayesvalidrox.bayes_inference.html
index 11f98117146bca7bfacdc90d54d6de368db50aa8..5d3e8a988e4d7823f0e1bd0aaa600ec8c9f4d3cd 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html
index 46c8c0469e8d6f67f613b1e201511c3e4abaf2ff..936138f762665b18493970d89552385759d8582c 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html
index 69a4d24e107854fccbbfbc179d5eb9d793a6b7a8..19d1f22fdc6035e6c3e40cb3d2f5a08e77e8cc03 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.html b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.html
index 2038b949523048507f6c3230e1bc1d86dc7ae10a..6fb2fcc1a7f642ca321d2565de13742d5b7642c2 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.html b/public/_autosummary/bayesvalidrox.html
index 75828bd7a5f89649705499369d2c7427093d1bf9..a30086dc8ebca1d6a29f2b3ac68fb0a26ada894e 100644
--- a/public/_autosummary/bayesvalidrox.html
+++ b/public/_autosummary/bayesvalidrox.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.post_processing.html b/public/_autosummary/bayesvalidrox.post_processing.html
index 56395e27e97e85fd5414731266521168c871ea7c..3d478abc761e7dc5793634c9952e652753ecc014 100644
--- a/public/_autosummary/bayesvalidrox.post_processing.html
+++ b/public/_autosummary/bayesvalidrox.post_processing.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html b/public/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html
index 1bcb70f6927fe69b1be12fe2dd3c89aa01f6db09..9bd8e93f7066dca8d36680bce42a7c1bc268bdb7 100644
--- a/public/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html
+++ b/public/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.post_processing.post_processing.html b/public/_autosummary/bayesvalidrox.post_processing.post_processing.html
index 585410977c9fc2990bf5023e3067b58c7ab883c0..30b5ea0854579f3a80d2773bf15efd1fe3b2e1cd 100644
--- a/public/_autosummary/bayesvalidrox.post_processing.post_processing.html
+++ b/public/_autosummary/bayesvalidrox.post_processing.post_processing.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.pylink.html b/public/_autosummary/bayesvalidrox.pylink.html
index 7637b34f3d664b546c8945bdb9ec6031abd92d8d..65db669e178d5e6640fc5fbf53b54e07044b5406 100644
--- a/public/_autosummary/bayesvalidrox.pylink.html
+++ b/public/_autosummary/bayesvalidrox.pylink.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html b/public/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html
index bf9c611316356d523b3549447daf1098627b6f45..d396389d815960ef5deaaaf92cf7cf6f7ec50e63 100644
--- a/public/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html
+++ b/public/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.pylink.pylink.html b/public/_autosummary/bayesvalidrox.pylink.pylink.html
index 6c72ed7656f7f1af8a10d118aef4553b374c38f6..f5f81e165e235a3ddda2e3ab608471526b312640 100644
--- a/public/_autosummary/bayesvalidrox.pylink.pylink.html
+++ b/public/_autosummary/bayesvalidrox.pylink.pylink.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.pylink.pylink.within_range.html b/public/_autosummary/bayesvalidrox.pylink.pylink.within_range.html
index f5fe156616a2933fee2a7435f618159cf7bf9e00..9a99499c5972d19248a8b9d31d4e54dfc3c7985d 100644
--- a/public/_autosummary/bayesvalidrox.pylink.pylink.within_range.html
+++ b/public/_autosummary/bayesvalidrox.pylink.pylink.within_range.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html b/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html
index 00c0b14a84a9171d1c90a97cdd954d78ba3e9e8e..b974a84eeb3aca192deffe6393a5652cf415f1e8 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html b/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html
index 31ded85657492467d4814ceb77105ab9b3312ec9..3cbbb48551ae35415ffb73f56394c6baec9bfbd8 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html b/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html
index cfa68525972b7938053f68e8eae4374aa9512cf5..aa225b005fb113652e2da7d1aaf58142b4c6c457 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html b/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html
index 48f07ba3f0ebf656ebeaedb6a2da36235e4a368e..017e0d2217132e8342a1270d753db602da21aec8 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html
index 3dee9c9805fcccaebe781d3dad6c9c7e255a8d92..2818f4f25a12c5ad44240304aab9066abaf70ce9 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html
index e5b8b3aaf10a2bd4c88f464582a0f1e5af901086..ebc86c08711ce3193a4b105f49f6b7e73059d9bd 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html
index 49002d5f3ad44f76b604b9d87b280bf30604a146..c21f568b02eaef7f640e906ec45051478b108e4f 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html
index f9446b9c30f385ca4ad6c1f66cfc05a3d9ed1c98..29308d2bf65584a6feb9ae800d731ff2f7324a60 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html
index 12a6923224ed1edd0db9a63ff0e4857f25b04495..4b07afedc86d73254a2fc0e48700649a3465b3d3 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html b/public/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html
index bc8c4c8dff945dbb085793018c356b2b4b20320e..d85a0febe21f1217fc76c9722c45b9447228d770 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html
@@ -3,7 +3,7 @@
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+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.eval_rec_rule" href="bayesvalidrox.surrogate_models.eval_rec_rule.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.engine" href="bayesvalidrox.surrogate_models.engine.html" />
 
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         <title>bayesvalidrox.surrogate_models.engine.Engine - bayesvalidrox 1.0.0 documentation</title>
@@ -239,9 +239,6 @@
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 </li>
 <li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
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 <li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -354,24 +358,12 @@
 <tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.__init__" title="bayesvalidrox.surrogate_models.engine.Engine.__init__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__init__</span></code></a>(MetaMod, Model, ExpDes)</p></td>
 <td><p></p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample" title="bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample"><code class="xref py py-obj docutils literal notranslate"><span class="pre">choose_next_sample</span></code></a>([sigma2, n_candidates, var])</p></td>
-<td><p>Runs optimal sequential design.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.dual_annealing" title="bayesvalidrox.surrogate_models.engine.Engine.dual_annealing"><code class="xref py py-obj docutils literal notranslate"><span class="pre">dual_annealing</span></code></a>(method, Bounds, sigma2Dict, ...)</p></td>
-<td><p>Exploration algorithm to find the optimum parameter space.</p></td>
-</tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel" title="bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">eval_metamodel</span></code></a>([samples, nsamples, ...])</p></td>
 <td><p>Evaluates metamodel at the requested samples.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.run_util_func" title="bayesvalidrox.surrogate_models.engine.Engine.run_util_func"><code class="xref py py-obj docutils literal notranslate"><span class="pre">run_util_func</span></code></a>(method, candidates, index[, ...])</p></td>
-<td><p>Runs the utility function based on the given method.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.start_engine" title="bayesvalidrox.surrogate_models.engine.Engine.start_engine"><code class="xref py py-obj docutils literal notranslate"><span class="pre">start_engine</span></code></a>()</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.start_engine" title="bayesvalidrox.surrogate_models.engine.Engine.start_engine"><code class="xref py py-obj docutils literal notranslate"><span class="pre">start_engine</span></code></a>()</p></td>
 <td><p>Do all the preparations that need to be run before the actual training</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights" title="bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tradeoff_weights</span></code></a>(tradeoff_scheme, old_EDX, ...)</p></td>
-<td><p>Calculates weights for exploration scores based on the requested scheme: <cite>None</cite>, <cite>equal</cite>, <cite>epsilon-decreasing</cite> and <cite>adaptive</cite>.</p></td>
-</tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_normal" title="bayesvalidrox.surrogate_models.engine.Engine.train_normal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">train_normal</span></code></a>([parallel, verbose, save])</p></td>
 <td><p>Trains surrogate on static samples only.</p></td>
 </tr>
@@ -381,96 +373,16 @@
 <tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_sequential" title="bayesvalidrox.surrogate_models.engine.Engine.train_sequential"><code class="xref py py-obj docutils literal notranslate"><span class="pre">train_sequential</span></code></a>([parallel, verbose])</p></td>
 <td><p>Train the surrogate in a sequential manner.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign" title="bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_AlphOptDesign</span></code></a>(candidates[, var])</p></td>
-<td><p>Enriches the Experimental design with the requested alphabetic criterion based on exploring the space with number of sampling points.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign" title="bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_BayesianActiveDesign</span></code></a>(y_hat, std, sigma2Dict)</p></td>
-<td><p>Computes scores based on Bayesian active design criterion (var).</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign" title="bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_BayesianDesign</span></code></a>(X_can, X_MC, sigma2Dict)</p></td>
-<td><p>Computes scores based on Bayesian sequential design criterion (var).</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign" title="bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_VarBasedDesign</span></code></a>(X_can, index[, util_func])</p></td>
-<td><p>Computes the exploitation scores based on: active learning MacKay(ALM) and active learning Cohn (ALC) Paper: Sequential Design with Mutual Information for Computer Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas (2016)</p></td>
-</tr>
 </tbody>
 </table>
 </div>
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample">
-<span class="sig-name descname"><span class="pre">choose_next_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma2</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_candidates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample" title="Link to this definition">¶</a></dt>
-<dd><p>Runs optimal sequential design.</p>
-<section id="parameters">
-<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>sigma2<span class="classifier">dict, optional</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2). The
-default is None.</p>
-</dd>
-<dt>n_candidates<span class="classifier">int, optional</span></dt><dd><p>Number of candidate samples. The default is 5.</p>
-</dd>
-<dt>var<span class="classifier">string, optional</span></dt><dd><p>Utility function. The default is None. # TODO: default is set to DKL, not none</p>
-</dd>
-</dl>
-</section>
-<section id="raises">
-<h2>Raises<a class="headerlink" href="#raises" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>NameError</dt><dd><p>Wrong utility function.</p>
-</dd>
-</dl>
-</section>
-<section id="returns">
-<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>Xnew<span class="classifier">array (n_samples, n_params)</span></dt><dd><p>Selected new training point(s).</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.dual_annealing">
-<span class="sig-name descname"><span class="pre">dual_annealing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Bounds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Run_No</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.dual_annealing" title="Link to this definition">¶</a></dt>
-<dd><p>Exploration algorithm to find the optimum parameter space.</p>
-<section id="id1">
-<h2>Parameters<a class="headerlink" href="#id1" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>method<span class="classifier">string</span></dt><dd><p>Exploitation method: <cite>VarOptDesign</cite>, <cite>BayesActDesign</cite> and
-<cite>BayesOptDesign</cite>.</p>
-</dd>
-<dt>Bounds<span class="classifier">list of tuples</span></dt><dd><p>List of lower and upper boundaries of parameters.</p>
-</dd>
-<dt>sigma2Dict<span class="classifier">dict</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2).</p>
-</dd>
-</dl>
-<p>var : unknown
-Run_No : int</p>
-<blockquote>
-<div><p>Run number.</p>
-</div></blockquote>
-<dl class="simple">
-<dt>verbose<span class="classifier">bool, optional</span></dt><dd><p>Print out a summary. The default is False.</p>
-</dd>
-</dl>
-</section>
-<section id="id2">
-<h2>Returns<a class="headerlink" href="#id2" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>Run_No<span class="classifier">int</span></dt><dd><p>Run number.</p>
-</dd>
-<dt>array</dt><dd><p>Optimial candidate.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
 <dl class="py method">
 <dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel">
 <span class="sig-name descname"><span class="pre">eval_metamodel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nsamples</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_method</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'random'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_samples</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel" title="Link to this definition">¶</a></dt>
 <dd><p>Evaluates metamodel at the requested samples. One can also generate
 nsamples.</p>
-<section id="id3">
-<h2>Parameters<a class="headerlink" href="#id3" title="Link to this heading">¶</a></h2>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
 <dl class="simple">
 <dt>samples<span class="classifier">array of shape (n_samples, n_params), optional</span></dt><dd><p>Samples to evaluate metamodel at. The default is None.</p>
 </dd>
@@ -487,8 +399,8 @@ The default is False.</p>
 </dd>
 </dl>
 </section>
-<section id="id4">
-<h2>Returns<a class="headerlink" href="#id4" title="Link to this heading">¶</a></h2>
+<section id="returns">
+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
 <dl class="simple">
 <dt>mean_pred<span class="classifier">dict</span></dt><dd><p>Mean of the predictions.</p>
 </dd>
@@ -498,90 +410,16 @@ The default is False.</p>
 </section>
 </dd></dl>
 
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.run_util_func">
-<span class="sig-name descname"><span class="pre">run_util_func</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_MC</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.run_util_func" title="Link to this definition">¶</a></dt>
-<dd><p>Runs the utility function based on the given method.</p>
-<section id="id5">
-<h2>Parameters<a class="headerlink" href="#id5" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>method<span class="classifier">string</span></dt><dd><p>Exploitation method: <cite>VarOptDesign</cite>, <cite>BayesActDesign</cite> and
-<cite>BayesOptDesign</cite>.</p>
-</dd>
-<dt>candidates<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>All candidate parameter sets.</p>
-</dd>
-<dt>index<span class="classifier">int</span></dt><dd><p>ExpDesign index.</p>
-</dd>
-<dt>sigma2Dict<span class="classifier">dict, optional</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2). The
-default is None.</p>
-</dd>
-<dt>var<span class="classifier">string, optional</span></dt><dd><p>Utility function. The default is None.</p>
-</dd>
-<dt>X_MC<span class="classifier">TYPE, optional</span></dt><dd><p>DESCRIPTION. The default is None.</p>
-</dd>
-</dl>
-</section>
-<section id="id6">
-<h2>Returns<a class="headerlink" href="#id6" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>index<span class="classifier">TYPE</span></dt><dd><p>DESCRIPTION.</p>
-</dd>
-<dt>List</dt><dd><p>Scores.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
 <dl class="py method">
 <dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.start_engine">
 <span class="sig-name descname"><span class="pre">start_engine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.start_engine" title="Link to this definition">¶</a></dt>
 <dd><p>Do all the preparations that need to be run before the actual training</p>
-<section id="id7">
-<h2>Returns<a class="headerlink" href="#id7" title="Link to this heading">¶</a></h2>
+<section id="id1">
+<h2>Returns<a class="headerlink" href="#id1" title="Link to this heading">¶</a></h2>
 <p>None</p>
 </section>
 </dd></dl>
 
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights">
-<span class="sig-name descname"><span class="pre">tradeoff_weights</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tradeoff_scheme</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_EDX</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_EDY</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights" title="Link to this definition">¶</a></dt>
-<dd><p>Calculates weights for exploration scores based on the requested
-scheme: <cite>None</cite>, <cite>equal</cite>, <cite>epsilon-decreasing</cite> and <cite>adaptive</cite>.</p>
-<p><cite>None</cite>: No exploration.
-<cite>equal</cite>: Same weights for exploration and exploitation scores.
-<cite>epsilon-decreasing</cite>: Start with more exploration and increase the</p>
-<blockquote>
-<div><p>influence of exploitation along the way with an exponential decay
-function</p>
-</div></blockquote>
-<dl class="simple">
-<dt><cite>adaptive</cite>: An adaptive method based on:</dt><dd><p>Liu, Haitao, Jianfei Cai, and Yew-Soon Ong. “An adaptive sampling
-approach for Kriging metamodeling by maximizing expected prediction
-error.” Computers &amp; Chemical Engineering 106 (2017): 171-182.</p>
-</dd>
-</dl>
-<section id="id8">
-<h2>Parameters<a class="headerlink" href="#id8" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>tradeoff_scheme<span class="classifier">string</span></dt><dd><p>Trade-off scheme for exloration and exploitation scores.</p>
-</dd>
-<dt>old_EDX<span class="classifier">array (n_samples, n_params)</span></dt><dd><p>Old experimental design (training points).</p>
-</dd>
-<dt>old_EDY<span class="classifier">dict</span></dt><dd><p>Old model responses (targets).</p>
-</dd>
-</dl>
-</section>
-<section id="id9">
-<h2>Returns<a class="headerlink" href="#id9" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>exploration_weight<span class="classifier">float</span></dt><dd><p>Exploration weight.</p>
-</dd>
-<dt>exploitation_weight: float</dt><dd><p>Exploitation weight.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
 <dl class="py method">
 <dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.train_normal">
 <span class="sig-name descname"><span class="pre">train_normal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.train_normal" title="Link to this definition">¶</a></dt>
@@ -589,8 +427,8 @@ error.” Computers &amp; Chemical Engineering 106 (2017): 171-182.</p>
 Samples are taken from the experimental design and the specified 
 model is run on them.
 Alternatively the samples can be read in from a provided hdf5 file.</p>
-<section id="id10">
-<h2>Returns<a class="headerlink" href="#id10" title="Link to this heading">¶</a></h2>
+<section id="id2">
+<h2>Returns<a class="headerlink" href="#id2" title="Link to this heading">¶</a></h2>
 <p>None</p>
 </section>
 </dd></dl>
@@ -600,8 +438,8 @@ Alternatively the samples can be read in from a provided hdf5 file.</p>
 <span class="sig-name descname"><span class="pre">train_seq_design</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.train_seq_design" title="Link to this definition">¶</a></dt>
 <dd><p>Starts the adaptive sequential design for refining the surrogate model
 by selecting training points in a sequential manner.</p>
-<section id="id11">
-<h2>Returns<a class="headerlink" href="#id11" title="Link to this heading">¶</a></h2>
+<section id="id3">
+<h2>Returns<a class="headerlink" href="#id3" title="Link to this heading">¶</a></h2>
 <dl class="simple">
 <dt>MetaModel<span class="classifier">object</span></dt><dd><p>Meta model object.</p>
 </dd>
@@ -615,125 +453,12 @@ by selecting training points in a sequential manner.</p>
 <dd><p>Train the surrogate in a sequential manner.
 First build and train evereything on the static samples, then iterate
 choosing more samples and refitting the surrogate on them.</p>
-<section id="id12">
-<h2>Returns<a class="headerlink" href="#id12" title="Link to this heading">¶</a></h2>
+<section id="id4">
+<h2>Returns<a class="headerlink" href="#id4" title="Link to this heading">¶</a></h2>
 <p>None</p>
 </section>
 </dd></dl>
 
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign">
-<span class="sig-name descname"><span class="pre">util_AlphOptDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'D-Opt'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign" title="Link to this definition">¶</a></dt>
-<dd><p>Enriches the Experimental design with the requested alphabetic
-criterion based on exploring the space with number of sampling points.</p>
-<p>Ref: Hadigol, M., &amp; Doostan, A. (2018). Least squares polynomial chaos
-expansion: A review of sampling strategies., Computer Methods in
-Applied Mechanics and Engineering, 332, 382-407.</p>
-<section id="arguments">
-<h2>Arguments<a class="headerlink" href="#arguments" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>candidates<span class="classifier">int?</span></dt><dd><p>Number of candidate points to be searched</p>
-</dd>
-<dt>var<span class="classifier">string</span></dt><dd><p>Alphabetic optimality criterion</p>
-</dd>
-</dl>
-</section>
-<section id="id13">
-<h2>Returns<a class="headerlink" href="#id13" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>X_new<span class="classifier">array of shape (1, n_params)</span></dt><dd><p>The new sampling location in the input space.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign">
-<span class="sig-name descname"><span class="pre">util_BayesianActiveDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_hat</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">std</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign" title="Link to this definition">¶</a></dt>
-<dd><p>Computes scores based on Bayesian active design criterion (var).</p>
-<p>It is based on the following paper:
-Oladyshkin, Sergey, Farid Mohammadi, Ilja Kroeker, and Wolfgang Nowak.
-“Bayesian3 active learning for the gaussian process emulator using
-information theory.” Entropy 22, no. 8 (2020): 890.</p>
-<section id="id14">
-<h2>Parameters<a class="headerlink" href="#id14" title="Link to this heading">¶</a></h2>
-<p>y_hat : unknown
-std : unknown
-sigma2Dict : dict</p>
-<blockquote>
-<div><p>A dictionary containing the measurement errors (sigma^2).</p>
-</div></blockquote>
-<dl class="simple">
-<dt>var<span class="classifier">string, optional</span></dt><dd><p>BAL design criterion. The default is ‘DKL’.</p>
-</dd>
-</dl>
-</section>
-<section id="id15">
-<h2>Returns<a class="headerlink" href="#id15" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>float</dt><dd><p>Score.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign">
-<span class="sig-name descname"><span class="pre">util_BayesianDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_can</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_MC</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign" title="Link to this definition">¶</a></dt>
-<dd><p>Computes scores based on Bayesian sequential design criterion (var).</p>
-<section id="id16">
-<h2>Parameters<a class="headerlink" href="#id16" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>X_can<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>Candidate samples.</p>
-</dd>
-</dl>
-<p>X_MC : unknown
-sigma2Dict : dict</p>
-<blockquote>
-<div><p>A dictionary containing the measurement errors (sigma^2).</p>
-</div></blockquote>
-<dl class="simple">
-<dt>var<span class="classifier">string, optional</span></dt><dd><p>Bayesian design criterion. The default is ‘DKL’.</p>
-</dd>
-</dl>
-</section>
-<section id="id17">
-<h2>Returns<a class="headerlink" href="#id17" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>float</dt><dd><p>Score.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign">
-<span class="sig-name descname"><span class="pre">util_VarBasedDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_can</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">util_func</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'Entropy'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign" title="Link to this definition">¶</a></dt>
-<dd><p>Computes the exploitation scores based on:
-active learning MacKay(ALM) and active learning Cohn (ALC)
-Paper: Sequential Design with Mutual Information for Computer
-Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas
-(2016)</p>
-<section id="id18">
-<h2>Parameters<a class="headerlink" href="#id18" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>X_can<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>Candidate samples.</p>
-</dd>
-<dt>index<span class="classifier">int</span></dt><dd><p>Model output index.</p>
-</dd>
-<dt>util_func<span class="classifier">string, optional</span></dt><dd><p>Exploitation utility function. The default is ‘Entropy’.</p>
-</dd>
-</dl>
-</section>
-<section id="id19">
-<h2>Returns<a class="headerlink" href="#id19" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>float</dt><dd><p>Score.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
 </dd></dl>
 
 </section>
@@ -752,14 +477,14 @@ Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
-          <a class="prev-page" href="bayesvalidrox.surrogate_models.engine.subdomain.html">
+          <a class="prev-page" href="bayesvalidrox.surrogate_models.engine.html">
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
               <div class="page-info">
                 <div class="context">
                   <span>Previous</span>
                 </div>
                 
-                <div class="title">bayesvalidrox.surrogate_models.engine.subdomain</div>
+                <div class="title">bayesvalidrox.surrogate_models.engine</div>
                 
               </div>
             </a>
@@ -796,19 +521,11 @@ Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas
 <li><a class="reference internal" href="#">bayesvalidrox.surrogate_models.engine.Engine</a><ul>
 <li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine"><code class="docutils literal notranslate"><span class="pre">Engine</span></code></a><ul>
 <li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.__init__"><code class="docutils literal notranslate"><span class="pre">Engine.__init__()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample"><code class="docutils literal notranslate"><span class="pre">Engine.choose_next_sample()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.dual_annealing"><code class="docutils literal notranslate"><span class="pre">Engine.dual_annealing()</span></code></a></li>
 <li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel"><code class="docutils literal notranslate"><span class="pre">Engine.eval_metamodel()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.run_util_func"><code class="docutils literal notranslate"><span class="pre">Engine.run_util_func()</span></code></a></li>
 <li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.start_engine"><code class="docutils literal notranslate"><span class="pre">Engine.start_engine()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights"><code class="docutils literal notranslate"><span class="pre">Engine.tradeoff_weights()</span></code></a></li>
 <li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_normal"><code class="docutils literal notranslate"><span class="pre">Engine.train_normal()</span></code></a></li>
 <li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_seq_design"><code class="docutils literal notranslate"><span class="pre">Engine.train_seq_design()</span></code></a></li>
 <li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_sequential"><code class="docutils literal notranslate"><span class="pre">Engine.train_sequential()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign"><code class="docutils literal notranslate"><span class="pre">Engine.util_AlphOptDesign()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign"><code class="docutils literal notranslate"><span class="pre">Engine.util_BayesianActiveDesign()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign"><code class="docutils literal notranslate"><span class="pre">Engine.util_BayesianDesign()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign"><code class="docutils literal notranslate"><span class="pre">Engine.util_VarBasedDesign()</span></code></a></li>
 </ul>
 </li>
 </ul>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html b/public/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html
index 1468932d599cc45192028e30c4a3a7afb897a1f8..87538b6e27b06b650812f4d22c7d3c40a7e6ab6c 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html
@@ -3,7 +3,7 @@
   <head><meta charset="utf-8"/>
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
-<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.engine.logpdf" href="bayesvalidrox.surrogate_models.engine.logpdf.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.engine" href="bayesvalidrox.surrogate_models.engine.html" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
         <title>bayesvalidrox.surrogate_models.engine.hellinger_distance - bayesvalidrox 1.0.0 documentation</title>
@@ -163,7 +163,7 @@
   <input type="hidden" name="area" value="default">
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
-  <ul class="current">
+  <ul>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../packagedescription.html">USER GUIDE</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of USER GUIDE</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../model_description.html">Models</a></li>
@@ -185,8 +185,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
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@@ -222,7 +222,7 @@
 </li>
 </ul>
 </li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.html">bayesvalidrox.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 </ul>
@@ -238,10 +238,7 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression</a></li>
 </ul>
 </li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
-<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -370,26 +374,8 @@ every set to which Q assigns a positive probability, and vice versa.
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diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.engine.html b/public/_autosummary/bayesvalidrox.surrogate_models.engine.html
index f43c214e2141ce0cf679c6be34d77fdfefb12c4f..08a778cb37cf7fb6761c86ec87a5e7d26866afef 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.engine.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.engine.html
@@ -3,7 +3,7 @@
   <head><meta charset="utf-8"/>
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+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.engine.Engine" href="bayesvalidrox.surrogate_models.engine.Engine.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression" href="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html" />
 
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         <title>bayesvalidrox.surrogate_models.engine - bayesvalidrox 1.0.0 documentation</title>
@@ -141,7 +141,7 @@
           <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
         </button>
       </div>
-      <label class="toc-overlay-icon toc-header-icon" for="__toc">
+      <label class="toc-overlay-icon toc-header-icon no-toc" for="__toc">
         <div class="visually-hidden">Toggle table of contents sidebar</div>
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@@ -239,9 +239,6 @@
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-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
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 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -330,7 +334,7 @@
               <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
             </button>
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-          <label class="toc-overlay-icon toc-content-icon" for="__toc">
+          <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc">
             <div class="visually-hidden">Toggle table of contents sidebar</div>
             <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
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@@ -339,22 +343,6 @@
           <section id="module-bayesvalidrox.surrogate_models.engine">
 <span id="bayesvalidrox-surrogate-models-engine"></span><h1>bayesvalidrox.surrogate_models.engine<a class="headerlink" href="#module-bayesvalidrox.surrogate_models.engine" title="Link to this heading">¶</a></h1>
 <p>Engine to train the surrogate</p>
-<p class="rubric">Functions</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html#bayesvalidrox.surrogate_models.engine.hellinger_distance" title="bayesvalidrox.surrogate_models.engine.hellinger_distance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">hellinger_distance</span></code></a>(P, Q)</p></td>
-<td><p>Hellinger distance between two continuous distributions.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html#bayesvalidrox.surrogate_models.engine.logpdf" title="bayesvalidrox.surrogate_models.engine.logpdf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logpdf</span></code></a>(x, mean, cov)</p></td>
-<td><p>Computes the likelihood based on a multivariate normal distribution.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html#bayesvalidrox.surrogate_models.engine.subdomain" title="bayesvalidrox.surrogate_models.engine.subdomain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">subdomain</span></code></a>(Bounds, n_new_samples)</p></td>
-<td><p>Divides a domain defined by Bounds into subdomains.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
 <p class="rubric">Classes</p>
 <div class="table-wrapper autosummary longtable docutils container">
 <table class="autosummary longtable docutils align-default">
@@ -372,12 +360,12 @@
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+          <a class="next-page" href="bayesvalidrox.surrogate_models.engine.Engine.html">
               <div class="page-info">
                 <div class="context">
                   <span>Next</span>
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-                <div class="title">bayesvalidrox.surrogate_models.engine.hellinger_distance</div>
+                <div class="title">bayesvalidrox.surrogate_models.engine.Engine</div>
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@@ -410,26 +398,8 @@
         
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diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html b/public/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html
index edd1833426247f70787c0adbf9956b4ab1214dca..2e1b1766be2ca1a0203eca5857e1b052f15ca7ec 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html
@@ -3,7 +3,7 @@
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+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
         <title>bayesvalidrox.surrogate_models.engine.logpdf - bayesvalidrox 1.0.0 documentation</title>
@@ -163,7 +163,7 @@
   <input type="hidden" name="area" value="default">
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
-  <ul class="current">
+  <ul>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../packagedescription.html">USER GUIDE</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of USER GUIDE</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../model_description.html">Models</a></li>
@@ -185,8 +185,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
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@@ -238,10 +238,7 @@
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@@ -289,7 +286,14 @@
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+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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index 6d630a95863555e36bed888f9b00ed6ffe0632d4..cf5f003b504a329a8a5f6d2ad31a4937f717cf37 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html
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@@ -163,7 +163,7 @@
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@@ -185,8 +185,8 @@
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@@ -222,7 +222,7 @@
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@@ -238,10 +238,7 @@
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-<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
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@@ -367,26 +371,8 @@
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diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html
index e081f64c34ee8f5cc6b6a8cf8014903ee8fb113c..1ba083de53d78987642ecada3319bbb879d23a6e 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html
index 936d75c876a538186eb06d729c8db840b4f48e51..e11660cedc3ef6d0b5d4ba43680f63661df00862 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html
index 8a43256783ed04f6ab6d2c136c868a6a08473aa6..69b06c5e0f057287abfcf378d3645754e279ef4c 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html
index e566e9fc99989237f175a8313b24f228f845c8fa..89766ae2077997e3f981eb278c006aac15ff051c 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html
index 211d11ec9cebbbe03da83cb0cd51b11b0f2b0da2..40ca6675e58b8c6137e02af2307abe515170de45 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html
index ebb205a5b7b266e9b1a0e311ec1acc8bf57d44ba..7f9f2e9cf0ccce8df96cfafd361c53b1ffd89340 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html
index 3f8c99c60c8dd63fa9a94a927f2e293699489f0a..e98db267f1588830bb426069e734b04da48f6bcb 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html
index 12f3e3b7b66a1370b00dc69415423fa565ed9b25..ba7b82cbcf141437a1c48406d95b32f5e5315fcc 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html b/public/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html
index bfc9e488793e12d2fb6ad190a3e9f763fcc99218..6802ab6b600d19da358f88696f804e48c6dcd508 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exploration.html b/public/_autosummary/bayesvalidrox.surrogate_models.exploration.html
index 4fe52523a59bd299d130c541151d1ab08ee914c0..4747703402d886e829275e9c36e069947ac120ab 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exploration.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exploration.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html
index ef1e59d9f481edf25afe4cb78d250a75f1836ec9..4f4c8284f6a2494f21eebcc7cbf5dd65087205f5 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html
index 128c4263055ecdbbcc5d460d2d56ea0d769d1c16..92b6a674af2e2d76748534293422892cd2e14d76 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.html b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.html
index f22f1237773177ce5762b38a38886c265b3ef192..258c40d3e0abab45ce8a673a917828567c5abe2c 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.html b/public/_autosummary/bayesvalidrox.surrogate_models.html
index 551916f8f3ec882453665ebd48bcc2b7323f3486..ab695f5bf2354bb7f61fda5d9b9d310dc88233ed 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -381,7 +385,10 @@
 <tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace" title="bayesvalidrox.surrogate_models.reg_fast_laplace"><code class="xref py py-obj docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.reg_fast_laplace</span></code></a></p></td>
 <td><p></p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models" title="bayesvalidrox.surrogate_models.surrogate_models"><code class="xref py py-obj docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.surrogate_models</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html#module-bayesvalidrox.surrogate_models.sequential_design" title="bayesvalidrox.surrogate_models.sequential_design"><code class="xref py py-obj docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.sequential_design</span></code></a></p></td>
+<td><p>Engine to train the surrogate</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models" title="bayesvalidrox.surrogate_models.surrogate_models"><code class="xref py py-obj docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.surrogate_models</span></code></a></p></td>
 <td><p>Implementation of metamodel as either PC, aPC or GPE</p></td>
 </tr>
 </tbody>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html b/public/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html
index f9d2df3bd39fc5c30cbc9d2128f7aed6e5e7bc29..3bec67f0e6137d18caea393fdc81089919b75bb8 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.input_space.html b/public/_autosummary/bayesvalidrox.surrogate_models.input_space.html
index 7c8cd929947740190455750c4ad506dbc9f529dc..c4f268e65c16da970838d35540d980a73ca4bf4d 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.input_space.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.input_space.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html
index c3b3d9d99e6cb98532d79851949b7bba29ffd6db..8f225afb9e79f0732af43a17735f71b2dac731b5 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html
index fcb16dad3f7ae7c501f6b1b30b0b795ad19d8bc1..3b96f208b5b4017a21544986c65222879f050b79 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.html b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.html
index 4e16820e398f7ce11159e57c7b6a96aaf03160b5..7e36e52bda6947c00f3bfa4cadceccb6013751e0 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html
index 7e9829327c67c5f597d11b613427c8ff235d4705..a289b69c76ebd90b168de6378cc7c447f13bb582 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html
index 8f61f3d066b8c15efb6f1dc676309ef43da0101c..c7881a0ed56f9a24bc6685dd01e7a240016302d9 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html
index 17f469e71810fd245e0abc4031a8ef2cbf00ced4..3bfd80929fa856909a1fd353d4c92cfc1292f4a3 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html
index 9dd1a74ff43fc63ee450278fb426515e5227df45..43ab9115ff8a52bdde744c9ff1415d7ff3b58acc 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html
index dcd0820e6d30a0bce8985938c8f7ad84dc0fbcf5..afa8fbdce83ad4570bbdbb6c037cab4fcf09b131 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html
index 05bcfb125d1a1b213e0db08d458290d7fef80fa1..bfdad958467794fb03ae4b166f3842373a6d1b5e 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html
index 5ea393418ba57aac457d61fe83b4c22a18a98cb5..6b640985c22d445ebcdf51e067923c79c968164f 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html
@@ -3,7 +3,7 @@
   <head><meta charset="utf-8"/>
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
-<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.surrogate_models" href="bayesvalidrox.surrogate_models.surrogate_models.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.reg_fast_laplace" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.sequential_design" href="bayesvalidrox.surrogate_models.sequential_design.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.reg_fast_laplace" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
         <title>bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace - bayesvalidrox 1.0.0 documentation</title>
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -463,12 +467,12 @@ springer.</p>
       <footer>
         
         <div class="related-pages">
-          <a class="next-page" href="bayesvalidrox.surrogate_models.surrogate_models.html">
+          <a class="next-page" href="bayesvalidrox.surrogate_models.sequential_design.html">
               <div class="page-info">
                 <div class="context">
                   <span>Next</span>
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-                <div class="title">bayesvalidrox.surrogate_models.surrogate_models</div>
+                <div class="title">bayesvalidrox.surrogate_models.sequential_design</div>
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html
index 8ed5c18d58d878e5b16fcba867f0941b39449dff..798f67dc6bc4333b157d666f27b0a61a20897d94 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html b/public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html
new file mode 100644
index 0000000000000000000000000000000000000000..804ac960adb040d38ff4a632be9003f54d91149c
--- /dev/null
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html
@@ -0,0 +1,751 @@
+<!doctype html>
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+
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+          <section id="bayesvalidrox-surrogate-models-sequential-design-sequentialdesign">
+<h1>bayesvalidrox.surrogate_models.sequential_design.SequentialDesign<a class="headerlink" href="#bayesvalidrox-surrogate-models-sequential-design-sequentialdesign" title="Link to this heading">¶</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">bayesvalidrox.surrogate_models.sequential_design.</span></span><span class="sig-name descname"><span class="pre">SequentialDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">MetaMod</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ExpDes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">engine</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Contains options for choosing the next training sample iteratively.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__">
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">MetaMod</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ExpDes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">engine</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<p class="rubric">Methods</p>
+<div class="table-wrapper autosummary longtable docutils container">
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__init__</span></code></a>(MetaMod, Model, ExpDes, engine[, ...])</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample"><code class="xref py py-obj docutils literal notranslate"><span class="pre">choose_next_sample</span></code></a>([sigma2, n_candidates, var])</p></td>
+<td><p>Runs optimal sequential design.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing"><code class="xref py py-obj docutils literal notranslate"><span class="pre">dual_annealing</span></code></a>(method, Bounds, sigma2Dict, ...)</p></td>
+<td><p>Exploration algorithm to find the optimum parameter space.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func"><code class="xref py py-obj docutils literal notranslate"><span class="pre">run_util_func</span></code></a>(method, candidates, index[, ...])</p></td>
+<td><p>Runs the utility function based on the given method.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">start_seqdesign</span></code></a>()</p></td>
+<td><p>Do all the preparations that need to be run before the actual training</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tradeoff_weights</span></code></a>(tradeoff_scheme, old_EDX, ...)</p></td>
+<td><p>Calculates weights for exploration scores based on the requested scheme: <cite>None</cite>, <cite>equal</cite>, <cite>epsilon-decreasing</cite> and <cite>adaptive</cite>.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_AlphOptDesign</span></code></a>(candidates[, var])</p></td>
+<td><p>Enriches the Experimental design with the requested alphabetic criterion based on exploring the space with number of sampling points.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_BayesianActiveDesign</span></code></a>(y_hat, std, sigma2Dict)</p></td>
+<td><p>Computes scores based on Bayesian active design criterion (var).</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_BayesianDesign</span></code></a>(X_can, X_MC, sigma2Dict)</p></td>
+<td><p>Computes scores based on Bayesian sequential design criterion (var).</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_VarBasedDesign</span></code></a>(X_can, index[, util_func])</p></td>
+<td><p>Computes the exploitation scores based on: active learning MacKay(ALM) and active learning Cohn (ALC) Paper: Sequential Design with Mutual Information for Computer Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas (2016)</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample">
+<span class="sig-name descname"><span class="pre">choose_next_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma2</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_candidates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample" title="Link to this definition">¶</a></dt>
+<dd><p>Runs optimal sequential design.</p>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>sigma2<span class="classifier">dict, optional</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2). The
+default is None.</p>
+</dd>
+<dt>n_candidates<span class="classifier">int, optional</span></dt><dd><p>Number of candidate samples. The default is 5.</p>
+</dd>
+<dt>var<span class="classifier">string, optional</span></dt><dd><p>Utility function. The default is None. # TODO: default is set to DKL, not none</p>
+</dd>
+</dl>
+</section>
+<section id="raises">
+<h2>Raises<a class="headerlink" href="#raises" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>NameError</dt><dd><p>Wrong utility function.</p>
+</dd>
+</dl>
+</section>
+<section id="returns">
+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>Xnew<span class="classifier">array (n_samples, n_params)</span></dt><dd><p>Selected new training point(s).</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing">
+<span class="sig-name descname"><span class="pre">dual_annealing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Bounds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Run_No</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing" title="Link to this definition">¶</a></dt>
+<dd><p>Exploration algorithm to find the optimum parameter space.</p>
+<section id="id1">
+<h2>Parameters<a class="headerlink" href="#id1" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>method<span class="classifier">string</span></dt><dd><p>Exploitation method: <cite>VarOptDesign</cite>, <cite>BayesActDesign</cite> and
+<cite>BayesOptDesign</cite>.</p>
+</dd>
+</dl>
+<p># TODO: BayesActDesign has no corresponding function call in this function!
+Bounds : list of tuples</p>
+<blockquote>
+<div><p>List of lower and upper boundaries of parameters.</p>
+</div></blockquote>
+<dl class="simple">
+<dt>sigma2Dict<span class="classifier">dict</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2).</p>
+</dd>
+</dl>
+<p>var : unknown
+Run_No : int</p>
+<blockquote>
+<div><p>Run number.</p>
+</div></blockquote>
+<dl class="simple">
+<dt>verbose<span class="classifier">bool, optional</span></dt><dd><p>Print out a summary. The default is False.</p>
+</dd>
+</dl>
+</section>
+<section id="id2">
+<h2>Returns<a class="headerlink" href="#id2" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>Run_No<span class="classifier">int</span></dt><dd><p>Run number.</p>
+</dd>
+<dt>array</dt><dd><p>Optimial candidate.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func">
+<span class="sig-name descname"><span class="pre">run_util_func</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_MC</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func" title="Link to this definition">¶</a></dt>
+<dd><p>Runs the utility function based on the given method.</p>
+<section id="id3">
+<h2>Parameters<a class="headerlink" href="#id3" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>method<span class="classifier">string</span></dt><dd><p>Exploitation method: <cite>VarOptDesign</cite>, <cite>BayesActDesign</cite> and
+<cite>BayesOptDesign</cite>.</p>
+</dd>
+<dt>candidates<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>All candidate parameter sets.</p>
+</dd>
+<dt>index<span class="classifier">int</span></dt><dd><p>ExpDesign index.</p>
+</dd>
+<dt>sigma2Dict<span class="classifier">dict, optional</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2). The
+default is None.</p>
+</dd>
+<dt>var<span class="classifier">string, optional</span></dt><dd><p>Utility function. The default is None.</p>
+</dd>
+<dt>X_MC<span class="classifier">TYPE, optional</span></dt><dd><p>DESCRIPTION. The default is None.</p>
+</dd>
+</dl>
+</section>
+<section id="id4">
+<h2>Returns<a class="headerlink" href="#id4" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>index<span class="classifier">TYPE</span></dt><dd><p>DESCRIPTION.</p>
+</dd>
+<dt>List</dt><dd><p>Scores.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign">
+<span class="sig-name descname"><span class="pre">start_seqdesign</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign" title="Link to this definition">¶</a></dt>
+<dd><p>Do all the preparations that need to be run before the actual training</p>
+<section id="id5">
+<h2>Returns<a class="headerlink" href="#id5" title="Link to this heading">¶</a></h2>
+<p>None</p>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights">
+<span class="sig-name descname"><span class="pre">tradeoff_weights</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tradeoff_scheme</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_EDX</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_EDY</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights" title="Link to this definition">¶</a></dt>
+<dd><p>Calculates weights for exploration scores based on the requested
+scheme: <cite>None</cite>, <cite>equal</cite>, <cite>epsilon-decreasing</cite> and <cite>adaptive</cite>.</p>
+<p><cite>None</cite>: No exploration.
+<cite>equal</cite>: Same weights for exploration and exploitation scores.
+<cite>epsilon-decreasing</cite>: Start with more exploration and increase the</p>
+<blockquote>
+<div><p>influence of exploitation along the way with an exponential decay
+function</p>
+</div></blockquote>
+<dl class="simple">
+<dt><cite>adaptive</cite>: An adaptive method based on:</dt><dd><p>Liu, Haitao, Jianfei Cai, and Yew-Soon Ong. “An adaptive sampling
+approach for Kriging metamodeling by maximizing expected prediction
+error.” Computers &amp; Chemical Engineering 106 (2017): 171-182.</p>
+</dd>
+</dl>
+<section id="id6">
+<h2>Parameters<a class="headerlink" href="#id6" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>tradeoff_scheme<span class="classifier">string</span></dt><dd><p>Trade-off scheme for exloration and exploitation scores.</p>
+</dd>
+<dt>old_EDX<span class="classifier">array (n_samples, n_params)</span></dt><dd><p>Old experimental design (training points).</p>
+</dd>
+<dt>old_EDY<span class="classifier">dict</span></dt><dd><p>Old model responses (targets).</p>
+</dd>
+</dl>
+</section>
+<section id="id7">
+<h2>Returns<a class="headerlink" href="#id7" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>exploration_weight<span class="classifier">float</span></dt><dd><p>Exploration weight.</p>
+</dd>
+<dt>exploitation_weight: float</dt><dd><p>Exploitation weight.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign">
+<span class="sig-name descname"><span class="pre">util_AlphOptDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'D-Opt'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Enriches the Experimental design with the requested alphabetic
+criterion based on exploring the space with number of sampling points.</p>
+<p>Ref: Hadigol, M., &amp; Doostan, A. (2018). Least squares polynomial chaos
+expansion: A review of sampling strategies., Computer Methods in
+Applied Mechanics and Engineering, 332, 382-407.</p>
+<section id="arguments">
+<h2>Arguments<a class="headerlink" href="#arguments" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>candidates<span class="classifier">int?</span></dt><dd><p>Number of candidate points to be searched</p>
+</dd>
+<dt>var<span class="classifier">string</span></dt><dd><p>Alphabetic optimality criterion</p>
+</dd>
+</dl>
+</section>
+<section id="id8">
+<h2>Returns<a class="headerlink" href="#id8" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>X_new<span class="classifier">array of shape (1, n_params)</span></dt><dd><p>The new sampling location in the input space.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign">
+<span class="sig-name descname"><span class="pre">util_BayesianActiveDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_hat</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">std</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Computes scores based on Bayesian active design criterion (var).</p>
+<p>It is based on the following paper:
+Oladyshkin, Sergey, Farid Mohammadi, Ilja Kroeker, and Wolfgang Nowak.
+“Bayesian3 active learning for the gaussian process emulator using
+information theory.” Entropy 22, no. 8 (2020): 890.</p>
+<section id="id9">
+<h2>Parameters<a class="headerlink" href="#id9" title="Link to this heading">¶</a></h2>
+<p>y_hat : unknown
+std : unknown
+sigma2Dict : dict</p>
+<blockquote>
+<div><p>A dictionary containing the measurement errors (sigma^2).</p>
+</div></blockquote>
+<dl class="simple">
+<dt>var<span class="classifier">string, optional</span></dt><dd><p>BAL design criterion. The default is ‘DKL’.</p>
+</dd>
+</dl>
+</section>
+<section id="id10">
+<h2>Returns<a class="headerlink" href="#id10" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>float</dt><dd><p>Score.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign">
+<span class="sig-name descname"><span class="pre">util_BayesianDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_can</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_MC</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Computes scores based on Bayesian sequential design criterion (var).</p>
+<section id="id11">
+<h2>Parameters<a class="headerlink" href="#id11" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>X_can<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>Candidate samples.</p>
+</dd>
+</dl>
+<p>X_MC : unknown
+sigma2Dict : dict</p>
+<blockquote>
+<div><p>A dictionary containing the measurement errors (sigma^2).</p>
+</div></blockquote>
+<dl class="simple">
+<dt>var<span class="classifier">string, optional</span></dt><dd><p>Bayesian design criterion. The default is ‘DKL’.</p>
+</dd>
+</dl>
+</section>
+<section id="id12">
+<h2>Returns<a class="headerlink" href="#id12" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>float</dt><dd><p>Score.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign">
+<span class="sig-name descname"><span class="pre">util_VarBasedDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_can</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">util_func</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'Entropy'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Computes the exploitation scores based on:
+active learning MacKay(ALM) and active learning Cohn (ALC)
+Paper: Sequential Design with Mutual Information for Computer
+Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas
+(2016)</p>
+<section id="id13">
+<h2>Parameters<a class="headerlink" href="#id13" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>X_can<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>Candidate samples.</p>
+</dd>
+<dt>index<span class="classifier">int</span></dt><dd><p>Model output index.</p>
+</dd>
+<dt>util_func<span class="classifier">string, optional</span></dt><dd><p>Exploitation utility function. The default is ‘Entropy’.</p>
+</dd>
+</dl>
+</section>
+<section id="id14">
+<h2>Returns<a class="headerlink" href="#id14" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>float</dt><dd><p>Score.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+        
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+<li><a class="reference internal" href="#">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a><ul>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign</span></code></a><ul>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.__init__()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.choose_next_sample()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.dual_annealing()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.run_util_func()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.start_seqdesign()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.tradeoff_weights()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.util_AlphOptDesign()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.util_BayesianActiveDesign()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.util_BayesianDesign()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.util_VarBasedDesign()</span></code></a></li>
+</ul>
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diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html b/public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html
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+          <section id="bayesvalidrox-surrogate-models-sequential-design-hellinger-distance">
+<h1>bayesvalidrox.surrogate_models.sequential_design.hellinger_distance<a class="headerlink" href="#bayesvalidrox-surrogate-models-sequential-design-hellinger-distance" title="Link to this heading">¶</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance">
+<span class="sig-prename descclassname"><span class="pre">bayesvalidrox.surrogate_models.sequential_design.</span></span><span class="sig-name descname"><span class="pre">hellinger_distance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">P</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Q</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.hellinger_distance" title="Link to this definition">¶</a></dt>
+<dd><p>Hellinger distance between two continuous distributions.</p>
+<p>The maximum distance 1 is achieved when P assigns probability zero to
+every set to which Q assigns a positive probability, and vice versa.
+0 (identical) and 1 (maximally different)</p>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>P<span class="classifier">array</span></dt><dd><p>Reference likelihood.</p>
+</dd>
+<dt>Q<span class="classifier">array</span></dt><dd><p>Estimated likelihood.</p>
+</dd>
+</dl>
+</section>
+<section id="returns">
+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>float</dt><dd><p>Hellinger distance of two distributions.</p>
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+          <section id="module-bayesvalidrox.surrogate_models.sequential_design">
+<span id="bayesvalidrox-surrogate-models-sequential-design"></span><h1>bayesvalidrox.surrogate_models.sequential_design<a class="headerlink" href="#module-bayesvalidrox.surrogate_models.sequential_design" title="Link to this heading">¶</a></h1>
+<p>Engine to train the surrogate</p>
+<p class="rubric">Functions</p>
+<div class="table-wrapper autosummary longtable docutils container">
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html#bayesvalidrox.surrogate_models.sequential_design.hellinger_distance" title="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">hellinger_distance</span></code></a>(P, Q)</p></td>
+<td><p>Hellinger distance between two continuous distributions.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html#bayesvalidrox.surrogate_models.sequential_design.logpdf" title="bayesvalidrox.surrogate_models.sequential_design.logpdf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logpdf</span></code></a>(x, mean, cov)</p></td>
+<td><p>Computes the likelihood based on a multivariate normal distribution.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html#bayesvalidrox.surrogate_models.sequential_design.subdomain" title="bayesvalidrox.surrogate_models.sequential_design.subdomain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">subdomain</span></code></a>(Bounds, n_new_samples)</p></td>
+<td><p>Divides a domain defined by Bounds into subdomains.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<p class="rubric">Classes</p>
+<div class="table-wrapper autosummary longtable docutils container">
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SequentialDesign</span></code></a>(MetaMod, Model, ExpDes, engine)</p></td>
+<td><p>Contains options for choosing the next training sample iteratively.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
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+          <section id="bayesvalidrox-surrogate-models-sequential-design-logpdf">
+<h1>bayesvalidrox.surrogate_models.sequential_design.logpdf<a class="headerlink" href="#bayesvalidrox-surrogate-models-sequential-design-logpdf" title="Link to this heading">¶</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.logpdf">
+<span class="sig-prename descclassname"><span class="pre">bayesvalidrox.surrogate_models.sequential_design.</span></span><span class="sig-name descname"><span class="pre">logpdf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mean</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cov</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.logpdf" title="Link to this definition">¶</a></dt>
+<dd><p>Computes the likelihood based on a multivariate normal distribution.</p>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>x<span class="classifier">TYPE</span></dt><dd><p>DESCRIPTION.</p>
+</dd>
+<dt>mean<span class="classifier">array_like</span></dt><dd><p>Observation data.</p>
+</dd>
+<dt>cov<span class="classifier">2d array</span></dt><dd><p>Covariance matrix of the distribution.</p>
+</dd>
+</dl>
+</section>
+<section id="returns">
+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>log_lik<span class="classifier">float</span></dt><dd><p>Log likelihood.</p>
+</dd>
+</dl>
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+        <a href="#" class="back-to-top muted-link">
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+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <section id="bayesvalidrox-surrogate-models-sequential-design-subdomain">
+<h1>bayesvalidrox.surrogate_models.sequential_design.subdomain<a class="headerlink" href="#bayesvalidrox-surrogate-models-sequential-design-subdomain" title="Link to this heading">¶</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.subdomain">
+<span class="sig-prename descclassname"><span class="pre">bayesvalidrox.surrogate_models.sequential_design.</span></span><span class="sig-name descname"><span class="pre">subdomain</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">Bounds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_new_samples</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.subdomain" title="Link to this definition">¶</a></dt>
+<dd><p>Divides a domain defined by Bounds into subdomains.</p>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>Bounds<span class="classifier">list of tuples</span></dt><dd><p>List of lower and upper bounds.</p>
+</dd>
+<dt>n_new_samples<span class="classifier">int</span></dt><dd><p>Number of samples to divide the domain for.</p>
+</dd>
+</dl>
+</section>
+<section id="returns">
+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>Subdomains<span class="classifier">List of tuples of tuples</span></dt><dd><p>Each tuple of tuples divides one set of bounds into n_new_samples parts.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">
+              <div class="page-info">
+                <div class="context">
+                  <span>Next</span>
+                </div>
+                <div class="title">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</div>
+              </div>
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+          <div class="left-details">
+            <div class="copyright">
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+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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+      
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+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">bayesvalidrox.surrogate_models.sequential_design.subdomain</a><ul>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.subdomain"><code class="docutils literal notranslate"><span class="pre">subdomain()</span></code></a></li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html
index b19b796849a7a1500e42151901841e84e4dec613..267d6832f934dddcaae6157633d84d935f047f56 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html
index 85883cb847cf1c65e2311dbcf9b1767ee88fd7f9..92e99cf2965a0bd1e96779cba32b267f4c7de336 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
 <li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html
index 4a66eb692ad6d7454d221ba2957f44131c9a5fe9..65ecb8ddd51cf52c32032234661dd25c196c4458 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html
index a38aa4e631828e0e30210cc27184f01c7b6072f1..1024f6651b3de9e7bc77405c99b52e48f961d958 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html
index bb5eaba6c656f8899f104b1832777061be31f5ed..a94aedc738ffbd78d80c56305c139761b2e99f98 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html
@@ -3,7 +3,7 @@
   <head><meta charset="utf-8"/>
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
-<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
         <title>bayesvalidrox.surrogate_models.surrogate_models - bayesvalidrox 1.0.0 documentation</title>
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -381,14 +385,14 @@
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
-          <a class="prev-page" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">
+          <a class="prev-page" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
               <div class="page-info">
                 <div class="context">
                   <span>Previous</span>
                 </div>
                 
-                <div class="title">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</div>
+                <div class="title">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</div>
                 
               </div>
             </a>
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst.txt
index 21a9e34806d5b3671103d4a334fcdfd92880c1bc..00a9dcd93acecc50c3c0722ecd71d96cd116eab9 100644
--- a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst.txt
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst.txt
@@ -17,19 +17,11 @@ bayesvalidrox.surrogate\_models.engine.Engine
    .. autosummary::
    
       ~Engine.__init__
-      ~Engine.choose_next_sample
-      ~Engine.dual_annealing
       ~Engine.eval_metamodel
-      ~Engine.run_util_func
       ~Engine.start_engine
-      ~Engine.tradeoff_weights
       ~Engine.train_normal
       ~Engine.train_seq_design
       ~Engine.train_sequential
-      ~Engine.util_AlphOptDesign
-      ~Engine.util_BayesianActiveDesign
-      ~Engine.util_BayesianDesign
-      ~Engine.util_VarBasedDesign
    
    
 
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.rst.txt
index 43998aeade22fc4feb5c04282973e72a1ae1d72e..a73ff3387b3ede34a272edb2f2b95c7730c9d2a6 100644
--- a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.rst.txt
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.rst.txt
@@ -9,15 +9,6 @@ bayesvalidrox.surrogate\_models.engine
 
    
    
-   .. rubric:: Functions
-
-   .. autosummary::
-      :toctree:     
-   
-      hellinger_distance
-      logpdf
-      subdomain
-   
    
 
    
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.rst.txt
index fbd49ba297a2f28c516c5818e5f844d545986446..19ea8468254de7631be7b80500ebcb44dabf033a 100644
--- a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.rst.txt
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.rst.txt
@@ -1,4 +1,4 @@
-bayesvalidrox.surrogate\_models
+bayesvalidrox.surrogate\_models
 ===============================
 
 .. automodule:: bayesvalidrox.surrogate_models
@@ -41,5 +41,6 @@ bayesvalidrox.surrogate\_models
    bayesvalidrox.surrogate_models.orthogonal_matching_pursuit
    bayesvalidrox.surrogate_models.reg_fast_ard
    bayesvalidrox.surrogate_models.reg_fast_laplace
+   bayesvalidrox.surrogate_models.sequential_design
    bayesvalidrox.surrogate_models.surrogate_models
 
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85bf390ce314ff2dcc87557ffd5f13404782ca47
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst.txt
@@ -0,0 +1,34 @@
+bayesvalidrox.surrogate\_models.sequential\_design.SequentialDesign
+===================================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autoclass:: SequentialDesign
+   :members:                                   
+   :show-inheritance:                           
+   :inherited-members:                          
+
+   
+   .. automethod:: __init__
+
+   
+   .. rubric:: Methods
+
+   .. autosummary::
+   
+      ~SequentialDesign.__init__
+      ~SequentialDesign.choose_next_sample
+      ~SequentialDesign.dual_annealing
+      ~SequentialDesign.run_util_func
+      ~SequentialDesign.start_seqdesign
+      ~SequentialDesign.tradeoff_weights
+      ~SequentialDesign.util_AlphOptDesign
+      ~SequentialDesign.util_BayesianActiveDesign
+      ~SequentialDesign.util_BayesianDesign
+      ~SequentialDesign.util_VarBasedDesign
+   
+   
+
+   
+   
+   
\ No newline at end of file
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e242998b25145fd1d0320e10f4ebc1503f00a302
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst.txt
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.hellinger\_distance
+======================================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: hellinger_distance
\ No newline at end of file
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst.txt
new file mode 100644
index 0000000000000000000000000000000000000000..124f9a6d588f053034144a510db677ae96b91da6
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst.txt
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.logpdf
+=========================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: logpdf
\ No newline at end of file
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e13f6766e5c85e70fae2f7087baaf350a38b095
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst.txt
@@ -0,0 +1,40 @@
+bayesvalidrox.surrogate\_models.sequential\_design
+==================================================
+
+.. automodule:: bayesvalidrox.surrogate_models.sequential_design
+
+   
+   
+   
+
+   
+   
+   .. rubric:: Functions
+
+   .. autosummary::
+      :toctree:     
+   
+      hellinger_distance
+      logpdf
+      subdomain
+   
+   
+
+   
+   
+   .. rubric:: Classes
+
+   .. autosummary::
+      :toctree:     
+      :template: custom-class-template.rst  
+   
+      SequentialDesign
+   
+   
+
+   
+   
+   
+
+
+
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst.txt
new file mode 100644
index 0000000000000000000000000000000000000000..abef419d34e8f934f2fff5d6d4573313336c9ca6
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst.txt
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.subdomain
+============================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: subdomain
\ No newline at end of file
diff --git a/public/_sources/bayes_description.rst.txt b/public/_sources/bayes_description.rst.txt
index 1c72a3e9987ca89da79132dece7ba4626a218e96..0cb36d10f808a92e14d29abc01b9a7fd6883466b 100644
--- a/public/_sources/bayes_description.rst.txt
+++ b/public/_sources/bayes_description.rst.txt
@@ -87,4 +87,35 @@ Then we run the inference.
 
 >>> BayesObj.create_inference()
 
-If the output directory ``BayesObj.out_dir`` is not set otherwise, the outputs are written into the folder ``
\ No newline at end of file
+If the output directory ``BayesObj.out_dir`` is not set otherwise, the outputs are written into the folder ``Outputs_Bayes_model_Calib``.
+This folder includes the posterior distribution of the input parameters, as well as the predictions resulting from the mean of the posterior.
+For inference with MCMC, chain diagnostics are also written out in the console.
+
+.. container:: twocol
+
+   .. container:: leftside
+   
+      .. code-block:: py
+
+         ---------------Posterior diagnostics---------------
+         Mean auto-correlation time: 2.057
+         Thin: 1
+         Burn-in: 4
+         Flat chain shape: (13380, 1)
+         Mean acceptance fraction*: 0.752
+         Gelman-Rubin Test**:  [1.001]
+
+         * This value must lay between 0.234 and 0.5.
+         ** These values must be smaller than 1.1.
+         --------------------------------------------------
+		 
+   .. container:: rightside
+
+      .. image:: ../../examples/user_guide/Outputs_Bayes_model_Calib/Posterior_Dist_model_emulator.pdf
+         :width: 400
+         :alt: Posterior distribution of the input parameter
+		 
+      .. image:: ../../examples/user_guide/Outputs_Bayes_model_Calib/Post_Prior_Perd_model_emulator_A.pdf
+         :width: 400
+         :alt: Comparison of posterior prediction to the observation
+		 
\ No newline at end of file
diff --git a/public/_sources/bmc_description.rst.txt b/public/_sources/bmc_description.rst.txt
index 10e73bd1e819ad67df4fe48247a2bcf26fe698a7..2ef20019c7d548ee3f308b393915d7e4028a24bd 100644
--- a/public/_sources/bmc_description.rst.txt
+++ b/public/_sources/bmc_description.rst.txt
@@ -1,7 +1,83 @@
 Bayesian multi-model comparison
 *******************************
+.. container:: twocol
 
-.. image:: ../diagrams/bayesian_model_comparison.png
-   :width: 400
-   :alt: UML diagram for classes related to Bayesian multi-model comparison.
+   .. container:: leftside
+   
+      Bayesvalidrox provides three distinct methods to compare sets of models against each other given some observation of the outputs, Bayes' Factors, model weights and confusion matrices.
+      These are contained within the class :any:`bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison` and can be called one-at-a-time with their respective functions, or consecutively with the function ``model_comparison_all()``.
+	  
+      
+   .. container:: rightside
+   
+      .. image:: ../diagrams/bayesian_model_comparison.png
+         :width: 400
+         :alt: UML diagram for classes related to Bayesian multi-model comparison.
+
+
+Example
+=======
+To perform model comparison, we first need to define the set of competing models.
+For this, we create an additional model in the file ``model2.py`` based on the example model from :any:`model_description`.
+
+>>> def model2(samples, x_values):
+>>>     poly = samples[0]*np.power(x_values, 3)
+>>>     outputs = {'A': poly, 'x_values': x_values}
+>>>     return outputs
+
+Then we can build another surrogate for this model, following the same code as for the surrogate in :any:`surrogate_description`.
+
+>>> Model2 = PyLinkForwardModel()
+>>> Model2.link_type = 'Function'
+>>> Model2.py_file = 'model2'
+>>> Model2.name = 'model2'
+>>> Model2.Output.names = ['A']
+>>> Model2.func_args = {'x_values': x_values}
+>>> Model2.store = False
+    
+>>> MetaMod2 = MetaModel(Inputs)
+>>> MetaMod2.meta_model_type = 'aPCE'
+>>> MetaMod2.pce_reg_method = 'FastARD'
+>>> MetaMod2.pce_deg = 3
+>>> MetaMod2.pce_q_norm = 1
+    
+>>> ExpDesign2 = ExpDesigns(Inputs)
+>>> ExpDesign2.n_init_samples = 30
+>>> ExpDesign2.sampling_method = 'random'
+    
+>>> Engine_2 = Engine(MetaMod2, Model2, ExpDesign2)
+>>> Engine_2.train_normal()
+
+To perform model comparison we use the class :any:`bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison`.
+
+>>> from bayesvalidrox import BayesModelComparison`
+
+We collect the engines that should be compared in a dictionary, and assign them names.
+
+>>> meta_models = {
+>>>     "linear": Engine_,
+>>>     "degthree": Engine_2
+>>>     }
+	
+Then we create an object of class ``BayesModelComparison``.
+
+>>> BayesOpts = BayesModelComparison()	
+
+As the comparison uses the class :any:`bayesvalidrox.bayes_inference.bayes_inference.BayesInference`, we can also set the properties for this class as well.
+These are collected in a dictionary and given to the function calls that perform the model comparison.
+In this example we use the following settings.
+
+>>> opts_bootstrap = {
+>>>     "bootstrap": True,
+>>>     "n_samples": 100,
+>>>     "Discrepancy": DiscrepancyOpts,
+>>>     "emulator": True,
+>>>     "plot_post_pred": False
+>>>     }
+
+Now we can run the full model comparison.
+
+>>> output_dict = BayesOpts.model_comparison_all(meta_models, opts_bootstrap)
+
+The created plots are saved in the folder `Outputs_Comparison`.
 
diff --git a/public/al_description.html b/public/al_description.html
index e3cde5ecdeba4d96aa5f5ae5687880f353b4cfdb..32fda4d908a509213ce714a451c6dfffb754ad90 100644
--- a/public/al_description.html
+++ b/public/al_description.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/analyticalfunction.html b/public/analyticalfunction.html
index 799f0350ab63fcff73326e688d496645156564eb..c1cec1cff008fbaa53c60fb97e26ebacb9d4c15f 100644
--- a/public/analyticalfunction.html
+++ b/public/analyticalfunction.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/api.html b/public/api.html
index 7f918265aaa46ff4fce912683b613ad2fe00c692..61edd32a2b5a5effd7b68528c7481646baa1bcad 100644
--- a/public/api.html
+++ b/public/api.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/bayes_description.html b/public/bayes_description.html
index 7a933926610a356faf87a0da0f856ea8e2340d7b..09045e6aa2abfa048df071fa6926f3873b3f5a18 100644
--- a/public/bayes_description.html
+++ b/public/bayes_description.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -421,7 +425,30 @@ For this example we use the python package <code class="docutils literal notrans
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">BayesObj</span><span class="o">.</span><span class="n">create_inference</span><span class="p">()</span>
 </pre></div>
 </div>
-<p>If the output directory <code class="docutils literal notranslate"><span class="pre">BayesObj.out_dir</span></code> is not set otherwise, the outputs are written into the folder ``</p>
+<p>If the output directory <code class="docutils literal notranslate"><span class="pre">BayesObj.out_dir</span></code> is not set otherwise, the outputs are written into the folder <code class="docutils literal notranslate"><span class="pre">Outputs_Bayes_model_Calib</span></code>.
+This folder includes the posterior distribution of the input parameters, as well as the predictions resulting from the mean of the posterior.
+For inference with MCMC, chain diagnostics are also written out in the console.</p>
+<div class="twocol docutils container">
+<div class="leftside docutils container">
+<div class="highlight-py notranslate"><div class="highlight"><pre><span></span><span class="o">---------------</span><span class="n">Posterior</span> <span class="n">diagnostics</span><span class="o">---------------</span>
+<span class="n">Mean</span> <span class="n">auto</span><span class="o">-</span><span class="n">correlation</span> <span class="n">time</span><span class="p">:</span> <span class="mf">2.057</span>
+<span class="n">Thin</span><span class="p">:</span> <span class="mi">1</span>
+<span class="n">Burn</span><span class="o">-</span><span class="ow">in</span><span class="p">:</span> <span class="mi">4</span>
+<span class="n">Flat</span> <span class="n">chain</span> <span class="n">shape</span><span class="p">:</span> <span class="p">(</span><span class="mi">13380</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+<span class="n">Mean</span> <span class="n">acceptance</span> <span class="n">fraction</span><span class="o">*</span><span class="p">:</span> <span class="mf">0.752</span>
+<span class="n">Gelman</span><span class="o">-</span><span class="n">Rubin</span> <span class="n">Test</span><span class="o">**</span><span class="p">:</span>  <span class="p">[</span><span class="mf">1.001</span><span class="p">]</span>
+
+<span class="o">*</span> <span class="n">This</span> <span class="n">value</span> <span class="n">must</span> <span class="n">lay</span> <span class="n">between</span> <span class="mf">0.234</span> <span class="ow">and</span> <span class="mf">0.5</span><span class="o">.</span>
+<span class="o">**</span> <span class="n">These</span> <span class="n">values</span> <span class="n">must</span> <span class="n">be</span> <span class="n">smaller</span> <span class="n">than</span> <span class="mf">1.1</span><span class="o">.</span>
+<span class="o">--------------------------------------------------</span>
+</pre></div>
+</div>
+</div>
+<div class="rightside docutils container">
+<a class="reference internal image-reference" href="_images/Posterior_Dist_model_emulator.pdf"><img alt="Posterior distribution of the input parameter" src="_images/Posterior_Dist_model_emulator.pdf" style="width: 400px;" /></a>
+<a class="reference internal image-reference" href="_images/Post_Prior_Perd_model_emulator_A.pdf"><img alt="Comparison of posterior prediction to the observation" src="_images/Post_Prior_Perd_model_emulator_A.pdf" style="width: 400px;" /></a>
+</div>
+</div>
 </section>
 </section>
 
diff --git a/public/beam.html b/public/beam.html
index 64c4a4c02961b651df6c1cc9c11ae1648000a38b..eca8e84faaf8188af80a871655663a39b438d0e9 100644
--- a/public/beam.html
+++ b/public/beam.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/bmc_description.html b/public/bmc_description.html
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@@ -239,9 +239,6 @@
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 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
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@@ -338,7 +342,84 @@
         <article role="main">
           <section id="bayesian-multi-model-comparison">
 <h1>Bayesian multi-model comparison<a class="headerlink" href="#bayesian-multi-model-comparison" title="Link to this heading">¶</a></h1>
+<div class="twocol docutils container">
+<div class="leftside docutils container">
+<p>Bayesvalidrox provides three distinct methods to compare sets of models against each other given some observation of the outputs, Bayes’ Factors, model weights and confusion matrices.
+These are contained within the class <a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html#bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison" title="bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison</span></code></a> and can be called one-at-a-time with their respective functions, or consecutively with the function <code class="docutils literal notranslate"><span class="pre">model_comparison_all()</span></code>.</p>
+</div>
+<div class="rightside docutils container">
 <a class="reference internal image-reference" href="_images/bayesian_model_comparison.png"><img alt="UML diagram for classes related to Bayesian multi-model comparison." src="_images/bayesian_model_comparison.png" style="width: 400px;" /></a>
+</div>
+</div>
+<section id="example">
+<h2>Example<a class="headerlink" href="#example" title="Link to this heading">¶</a></h2>
+<p>To perform model comparison, we first need to define the set of competing models.
+For this, we create an additional model in the file <code class="docutils literal notranslate"><span class="pre">model2.py</span></code> based on the example model from <a class="reference internal" href="model_description.html"><span class="doc">Models</span></a>.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="k">def</span> <span class="nf">model2</span><span class="p">(</span><span class="n">samples</span><span class="p">,</span> <span class="n">x_values</span><span class="p">):</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">poly</span> <span class="o">=</span> <span class="n">samples</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">power</span><span class="p">(</span><span class="n">x_values</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;A&#39;</span><span class="p">:</span> <span class="n">poly</span><span class="p">,</span> <span class="s1">&#39;x_values&#39;</span><span class="p">:</span> <span class="n">x_values</span><span class="p">}</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="k">return</span> <span class="n">outputs</span>
+</pre></div>
+</div>
+<p>Then we can build another surrogate for this model, following the same code as for the surrogate in <a class="reference internal" href="surrogate_description.html"><span class="doc">Training surrogate models</span></a>.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">Model2</span> <span class="o">=</span> <span class="n">PyLinkForwardModel</span><span class="p">()</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Model2</span><span class="o">.</span><span class="n">link_type</span> <span class="o">=</span> <span class="s1">&#39;Function&#39;</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Model2</span><span class="o">.</span><span class="n">py_file</span> <span class="o">=</span> <span class="s1">&#39;model2&#39;</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Model2</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;model2&#39;</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Model2</span><span class="o">.</span><span class="n">Output</span><span class="o">.</span><span class="n">names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;A&#39;</span><span class="p">]</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Model2</span><span class="o">.</span><span class="n">func_args</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;x_values&#39;</span><span class="p">:</span> <span class="n">x_values</span><span class="p">}</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Model2</span><span class="o">.</span><span class="n">store</span> <span class="o">=</span> <span class="kc">False</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">MetaMod2</span> <span class="o">=</span> <span class="n">MetaModel</span><span class="p">(</span><span class="n">Inputs</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">MetaMod2</span><span class="o">.</span><span class="n">meta_model_type</span> <span class="o">=</span> <span class="s1">&#39;aPCE&#39;</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">MetaMod2</span><span class="o">.</span><span class="n">pce_reg_method</span> <span class="o">=</span> <span class="s1">&#39;FastARD&#39;</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">MetaMod2</span><span class="o">.</span><span class="n">pce_deg</span> <span class="o">=</span> <span class="mi">3</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">MetaMod2</span><span class="o">.</span><span class="n">pce_q_norm</span> <span class="o">=</span> <span class="mi">1</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign2</span> <span class="o">=</span> <span class="n">ExpDesigns</span><span class="p">(</span><span class="n">Inputs</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign2</span><span class="o">.</span><span class="n">n_init_samples</span> <span class="o">=</span> <span class="mi">30</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign2</span><span class="o">.</span><span class="n">sampling_method</span> <span class="o">=</span> <span class="s1">&#39;random&#39;</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">Engine_2</span> <span class="o">=</span> <span class="n">Engine</span><span class="p">(</span><span class="n">MetaMod2</span><span class="p">,</span> <span class="n">Model2</span><span class="p">,</span> <span class="n">ExpDesign2</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Engine_2</span><span class="o">.</span><span class="n">train_normal</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>To perform model comparison we use the class <a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html#bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison" title="bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison</span></code></a>.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span>&gt;&gt;&gt; from bayesvalidrox import BayesModelComparison`
+</pre></div>
+</div>
+<p>We collect the engines that should be compared in a dictionary, and assign them names.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">meta_models</span> <span class="o">=</span> <span class="p">{</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="s2">&quot;linear&quot;</span><span class="p">:</span> <span class="n">Engine_</span><span class="p">,</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="s2">&quot;degthree&quot;</span><span class="p">:</span> <span class="n">Engine_2</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="p">}</span>
+</pre></div>
+</div>
+<p>Then we create an object of class <code class="docutils literal notranslate"><span class="pre">BayesModelComparison</span></code>.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">BayesOpts</span> <span class="o">=</span> <span class="n">BayesModelComparison</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>As the comparison uses the class <a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html#bayesvalidrox.bayes_inference.bayes_inference.BayesInference" title="bayesvalidrox.bayes_inference.bayes_inference.BayesInference"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.bayes_inference.bayes_inference.BayesInference</span></code></a>, we can also set the properties for this class as well.
+These are collected in a dictionary and given to the function calls that perform the model comparison.
+In this example we use the following settings.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">opts_bootstrap</span> <span class="o">=</span> <span class="p">{</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="s2">&quot;bootstrap&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="s2">&quot;n_samples&quot;</span><span class="p">:</span> <span class="mi">100</span><span class="p">,</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="s2">&quot;Discrepancy&quot;</span><span class="p">:</span> <span class="n">DiscrepancyOpts</span><span class="p">,</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="s2">&quot;emulator&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="s2">&quot;plot_post_pred&quot;</span><span class="p">:</span> <span class="kc">False</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="p">}</span>
+</pre></div>
+</div>
+<p>Now we can run the full model comparison.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">output_dict</span> <span class="o">=</span> <span class="n">BayesOpts</span><span class="o">.</span><span class="n">model_comparison_all</span><span class="p">(</span><span class="n">meta_models</span><span class="p">,</span> <span class="n">opts_bootstrap</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>The created plots are saved in the folder <cite>Outputs_Comparison</cite>.</p>
+</section>
 </section>
 
         </article>
@@ -384,9 +465,28 @@
         
       </footer>
     </div>
-    <aside class="toc-drawer no-toc">
+    <aside class="toc-drawer">
       
       
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Bayesian multi-model comparison</a><ul>
+<li><a class="reference internal" href="#example">Example</a></li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
       
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diff --git a/public/borehole.html b/public/borehole.html
index 683c27d0e04ec78a166d826a129aac151452cda5..014cf87ce0361c67738cab333bef733c074a6ec0 100644
--- a/public/borehole.html
+++ b/public/borehole.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/examples.html b/public/examples.html
index 4c621310a3263574de929c0bdd7f0468c73256fb..396ff2984d8c87b4def851642f1a92d2870613e2 100644
--- a/public/examples.html
+++ b/public/examples.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/genindex.html b/public/genindex.html
index 67a702598c7ef269e4c7bd789daf188a8d2611a0..efd05e85c6a4584e9962e9d1d0751ddeb168e983 100644
--- a/public/genindex.html
+++ b/public/genindex.html
@@ -237,9 +237,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -287,7 +284,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -378,6 +382,8 @@
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html#bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.__init__">(bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD method)</a>
 </li>
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html#bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.__init__">(bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace method)</a>
+</li>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__">(bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html#bayesvalidrox.surrogate_models.surrogate_models.MetaModel.__init__">(bayesvalidrox.surrogate_models.surrogate_models.MetaModel method)</a>
 </li>
@@ -586,6 +592,13 @@
 
         <ul>
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">module</a>
+</li>
+        </ul></li>
+        <li>
+    bayesvalidrox.surrogate_models.sequential_design
+
+        <ul>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html#module-bayesvalidrox.surrogate_models.sequential_design">module</a>
 </li>
         </ul></li>
         <li>
@@ -633,7 +646,7 @@
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html#bayesvalidrox.surrogate_models.input_space.InputSpace.check_valid_inputs">(bayesvalidrox.surrogate_models.input_space.InputSpace method)</a>
 </li>
         </ul></li>
-        <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample">choose_next_sample() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample">choose_next_sample() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
@@ -671,7 +684,7 @@
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.dual_annealing">dual_annealing() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing">dual_annealing() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -802,7 +815,11 @@
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
         <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html#bayesvalidrox.surrogate_models.engine.hellinger_distance">hellinger_distance() (in module bayesvalidrox.surrogate_models.engine)</a>
+
+        <ul>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html#bayesvalidrox.surrogate_models.sequential_design.hellinger_distance">(in module bayesvalidrox.surrogate_models.sequential_design)</a>
 </li>
+        </ul></li>
     </ul></td>
   </tr></table>
 </section>
@@ -854,7 +871,11 @@
         <li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html#bayesvalidrox.bayes_inference.mcmc.MCMC.log_prior">log_prior() (bayesvalidrox.bayes_inference.mcmc.MCMC method)</a>
 </li>
         <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html#bayesvalidrox.surrogate_models.engine.logpdf">logpdf() (in module bayesvalidrox.surrogate_models.engine)</a>
+
+        <ul>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html#bayesvalidrox.surrogate_models.sequential_design.logpdf">(in module bayesvalidrox.surrogate_models.sequential_design)</a>
 </li>
+        </ul></li>
         <li><a href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html#bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.loo_error">loo_error() (bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit method)</a>
 </li>
     </ul></td>
@@ -926,6 +947,8 @@
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html#module-bayesvalidrox.surrogate_models.reg_fast_ard">bayesvalidrox.surrogate_models.reg_fast_ard</a>
 </li>
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">bayesvalidrox.surrogate_models.reg_fast_laplace</a>
+</li>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html#module-bayesvalidrox.surrogate_models.sequential_design">bayesvalidrox.surrogate_models.sequential_design</a>
 </li>
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models">bayesvalidrox.surrogate_models.surrogate_models</a>
 </li>
@@ -1052,7 +1075,7 @@
 </li>
         <li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html#bayesvalidrox.bayes_inference.mcmc.MCMC.run_sampler">run_sampler() (bayesvalidrox.bayes_inference.mcmc.MCMC method)</a>
 </li>
-        <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.run_util_func">run_util_func() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func">run_util_func() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -1074,6 +1097,8 @@
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html#bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.score">(bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD method)</a>
 </li>
         </ul></li>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign">SequentialDesign (class in bayesvalidrox.surrogate_models.sequential_design)</a>
+</li>
         <li><a href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html#bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.set_params">set_params() (bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression method)</a>
 
         <ul>
@@ -1117,9 +1142,15 @@
         <li><a href="_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html#bayesvalidrox.post_processing.post_processing.PostProcessing.sobol_indices">sobol_indices() (bayesvalidrox.post_processing.post_processing.PostProcessing method)</a>
 </li>
         <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.start_engine">start_engine() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+</li>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign">start_seqdesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
         <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html#bayesvalidrox.surrogate_models.engine.subdomain">subdomain() (in module bayesvalidrox.surrogate_models.engine)</a>
+
+        <ul>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html#bayesvalidrox.surrogate_models.sequential_design.subdomain">(in module bayesvalidrox.surrogate_models.sequential_design)</a>
 </li>
+        </ul></li>
     </ul></td>
   </tr></table>
 </section>
@@ -1128,7 +1159,7 @@
   <h2>T</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights">tradeoff_weights() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights">tradeoff_weights() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
         <li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html#bayesvalidrox.bayes_inference.mcmc.MCMC.train_error_model">train_error_model() (bayesvalidrox.bayes_inference.mcmc.MCMC method)</a>
 </li>
@@ -1168,13 +1199,13 @@
     <td style="width: 33%; vertical-align: top;"><ul>
         <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html#bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions">update_precisions() (in module bayesvalidrox.surrogate_models.reg_fast_ard)</a>
 </li>
-        <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign">util_AlphOptDesign() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign">util_AlphOptDesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
-        <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign">util_BayesianActiveDesign() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign">util_BayesianActiveDesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
-        <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign">util_BayesianDesign() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign">util_BayesianDesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
-        <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign">util_VarBasedDesign() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+        <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign">util_VarBasedDesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
 </li>
     </ul></td>
   </tr></table>
diff --git a/public/index.html b/public/index.html
index dcad29fd053e5f804ccff50405434996036a710f..ec005c25c4dabd5114c02937d0d645ccfbee8d74 100644
--- a/public/index.html
+++ b/public/index.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/input_description.html b/public/input_description.html
index 15276ff89db8a4735a131a0ee6fd8defc947bba0..bd280c02abe32071dcb98df357553afe58908086 100644
--- a/public/input_description.html
+++ b/public/input_description.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/ishigami.html b/public/ishigami.html
index dcf8bda0beb013af407cfc2bc09692aa9e5f66e9..84037dab5da9a575a46b80669a15c3b00537e112 100644
--- a/public/ishigami.html
+++ b/public/ishigami.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/model_description.html b/public/model_description.html
index da41e466709a96f632cca9cccb79f6e51e129f7f..cc6d6cce54a9d6a69d3d210c4ec9ded7ccceeb5f 100644
--- a/public/model_description.html
+++ b/public/model_description.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/modelcomparison.html b/public/modelcomparison.html
index 472be01bb69119cbebd70a3d8d3d1a7eee0e5028..8375810556027a7ca31f950e084177740a1cee7c 100644
--- a/public/modelcomparison.html
+++ b/public/modelcomparison.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/objects.inv b/public/objects.inv
index 9269935a85e887aac2b1b3f13b91a4a9385002b6..8582dd8e85df9581e9955c6f5258c8a187283a96 100644
Binary files a/public/objects.inv and b/public/objects.inv differ
diff --git a/public/ohaganfunction.html b/public/ohaganfunction.html
index e7b7558755f9fd027a76475797e0e6836f331103..b9ef9f5893f6cd64172056ca94e1c2597c92d961 100644
--- a/public/ohaganfunction.html
+++ b/public/ohaganfunction.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/packagedescription.html b/public/packagedescription.html
index 875119c2724b77d8943b9bd3cb9f76be9c293d0e..7e93323897ae68898957f25143b24ae3316c96be 100644
--- a/public/packagedescription.html
+++ b/public/packagedescription.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/pollution.html b/public/pollution.html
index e7ae39a11f7ac73ca57387256cb01bde1e73b773..f1bed24b70ed86aa00ec707935bcabeeab1064c4 100644
--- a/public/pollution.html
+++ b/public/pollution.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/post_description.html b/public/post_description.html
index 33fa48a7a24fbaac8fc4bbd44531c37642a64171..ffe29253a3501612393b012e29cd938cc62ea21e 100644
--- a/public/post_description.html
+++ b/public/post_description.html
@@ -239,9 +239,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/py-modindex.html b/public/py-modindex.html
index 9246a7ee0e6c25f120eaa3824bf53a47106fd299..68779e1c21d3aa7c26c71f2eb637d75bae5b970c 100644
--- a/public/py-modindex.html
+++ b/public/py-modindex.html
@@ -237,9 +237,6 @@
 </ul>
 </li>
 <li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
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@@ -287,7 +284,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -490,6 +494,12 @@
         <a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace"><code class="xref">bayesvalidrox.surrogate_models.reg_fast_laplace</code></a></td><td>
     <em></em></td>
   </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html#module-bayesvalidrox.surrogate_models.sequential_design"><code class="xref">bayesvalidrox.surrogate_models.sequential_design</code></a></td><td>
+    <em></em></td>
+  </tr>
   <tr class="cg-1">
     <td></td>
     <td>&#160;&#160;&#160;
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index 5e4d1ba200ec4a1600843d12c68bcc37c194c2f4..68bb110a399c028a9669baae8437052d90d35628 100644
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-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
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@@ -286,7 +283,14 @@
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 </ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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\ No newline at end of file
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diff --git a/public/surrogate_description.html b/public/surrogate_description.html
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@@ -239,9 +239,6 @@
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 </ul>
 </li>
@@ -289,7 +286,14 @@
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/tutorial.html b/public/tutorial.html
index f4c9412913a544299343f5beb0e73c9ed9800d0d..c8714239fc868abb78e5deca42c3e7086262f1e5 100644
--- a/public/tutorial.html
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-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
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 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
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