.. _sphx_glr_auto_meta_modeling_kriging_metamodel:

.. _Kriging metamodel:

Kriging metamodel
-----------------



.. raw:: html

    <div class="sphx-glr-thumbnails">

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.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this example we propagate uncertainties through a Kriging metamodel of the Ishigami model&lt;us...">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_propagate_kriging_ishigami_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_propagate_kriging_ishigami.py`

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      <div class="sphx-glr-thumbnail-title">Kriging: propagate uncertainties</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging : multiple input dimensions">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging.py`

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      <div class="sphx-glr-thumbnail-title">Kriging : multiple input dimensions</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging : draw the likelihood">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_likelihood_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_likelihood.py`

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      <div class="sphx-glr-thumbnail-title">Kriging : draw the likelihood</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging : cantilever beam model">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_cantilever_beam_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_cantilever_beam.py`

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      <div class="sphx-glr-thumbnail-title">Kriging : cantilever beam model</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging: choose an arbitrary trend">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_beam_arbitrary_trend_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_beam_arbitrary_trend.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kriging: choose an arbitrary trend</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging the cantilever beam model using HMAT">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_cantilever_beam_hmat_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_cantilever_beam_hmat.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kriging the cantilever beam model using HMAT</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Example of multi output Kriging on the fire satellite model">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_multioutput_firesatellite_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_multioutput_firesatellite.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Example of multi output Kriging on the fire satellite model</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging : generate trajectories from a metamodel">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_simulate_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_simulate.py`

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      <div class="sphx-glr-thumbnail-title">Kriging : generate trajectories from a metamodel</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging: choose a polynomial trend on the beam model">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_beam_trend_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_beam_trend.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kriging: choose a polynomial trend on the beam model</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In typical machine learning applications, Gaussian process regression/Kriging surrogate models ...">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_isotropic_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_isotropic.py`

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      <div class="sphx-glr-thumbnail-title">Kriging with an isotropic covariance function</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging: metamodel of the Branin-Hoo function">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_branin_function_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_branin_function.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kriging: metamodel of the Branin-Hoo function</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Kriging : quick-start">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_1d_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_1d.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kriging : quick-start</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Sequentially adding new points to a kriging">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_sequential_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_sequential.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Sequentially adding new points to a kriging</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Kriging: configure the optimization solver">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_hyperparameters_optimization_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_hyperparameters_optimization.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kriging: configure the optimization solver</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Kriging: choose a polynomial trend">

.. only:: html

  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_chose_trend_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_chose_trend.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kriging: choose a polynomial trend</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Advanced Kriging">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_advanced_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_advanced.py`

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      <div class="sphx-glr-thumbnail-title">Advanced Kriging</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging : draw covariance models">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_draw_covariance_models_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_draw_covariance_models.py`

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      <div class="sphx-glr-thumbnail-title">Kriging : draw covariance models</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Kriging: metamodel with continuous and categorical variables">

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  .. image:: /auto_meta_modeling/kriging_metamodel/images/thumb/sphx_glr_plot_kriging_categorical_thumb.png
    :alt:

  :ref:`sphx_glr_auto_meta_modeling_kriging_metamodel_plot_kriging_categorical.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Kriging: metamodel with continuous and categorical variables</div>
    </div>


.. thumbnail-parent-div-close

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    </div>


.. toctree::
   :hidden:

   /auto_meta_modeling/kriging_metamodel/plot_propagate_kriging_ishigami
   /auto_meta_modeling/kriging_metamodel/plot_kriging
   /auto_meta_modeling/kriging_metamodel/plot_kriging_likelihood
   /auto_meta_modeling/kriging_metamodel/plot_kriging_cantilever_beam
   /auto_meta_modeling/kriging_metamodel/plot_kriging_beam_arbitrary_trend
   /auto_meta_modeling/kriging_metamodel/plot_kriging_cantilever_beam_hmat
   /auto_meta_modeling/kriging_metamodel/plot_kriging_multioutput_firesatellite
   /auto_meta_modeling/kriging_metamodel/plot_kriging_simulate
   /auto_meta_modeling/kriging_metamodel/plot_kriging_beam_trend
   /auto_meta_modeling/kriging_metamodel/plot_kriging_isotropic
   /auto_meta_modeling/kriging_metamodel/plot_kriging_branin_function
   /auto_meta_modeling/kriging_metamodel/plot_kriging_1d
   /auto_meta_modeling/kriging_metamodel/plot_kriging_sequential
   /auto_meta_modeling/kriging_metamodel/plot_kriging_hyperparameters_optimization
   /auto_meta_modeling/kriging_metamodel/plot_kriging_chose_trend
   /auto_meta_modeling/kriging_metamodel/plot_kriging_advanced
   /auto_meta_modeling/kriging_metamodel/plot_draw_covariance_models
   /auto_meta_modeling/kriging_metamodel/plot_kriging_categorical