:orphan: .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Uncertainty =========== How the uncertain inputs of a model impact its outputs. .. raw:: html
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.. only:: html .. image:: /examples/uncertainty/images/thumb/sphx_glr_plot_u_parameter_space_thumb.png :alt: Parameter space :ref:`sphx_glr_examples_uncertainty_plot_u_parameter_space.py` .. raw:: html
Parameter space
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.. toctree:: :hidden: /examples/uncertainty/plot_u_parameter_space .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Probability distributions ~~~~~~~~~~~~~~~~~~~~~~~~~ Define a probability distribution either from knowledge expert or from data. .. raw:: html
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.. only:: html .. image:: /examples/uncertainty/distributions/images/thumb/sphx_glr_plot_ot_distfactory_thumb.png :alt: Fitting a distribution from data based on OpenTURNS :ref:`sphx_glr_examples_uncertainty_distributions_plot_ot_distfactory.py` .. raw:: html
Fitting a distribution from data based on OpenTURNS
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.. only:: html .. image:: /examples/uncertainty/distributions/images/thumb/sphx_glr_plot_ot_distribution_thumb.png :alt: Probability distributions based on OpenTURNS :ref:`sphx_glr_examples_uncertainty_distributions_plot_ot_distribution.py` .. raw:: html
Probability distributions based on OpenTURNS
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.. only:: html .. image:: /examples/uncertainty/distributions/images/thumb/sphx_glr_plot_sp_distribution_thumb.png :alt: Probability distributions based on SciPy :ref:`sphx_glr_examples_uncertainty_distributions_plot_sp_distribution.py` .. raw:: html
Probability distributions based on SciPy
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.. toctree:: :hidden: /examples/uncertainty/distributions/plot_ot_distfactory /examples/uncertainty/distributions/plot_ot_distribution /examples/uncertainty/distributions/plot_sp_distribution .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Sensitivity analysis ~~~~~~~~~~~~~~~~~~~~ Define, propagate, quantify and manage uncertainties. .. raw:: html
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.. only:: html .. image:: /examples/uncertainty/sensitivity/images/thumb/sphx_glr_plot_sensitivity_comparison_thumb.png :alt: Comparing sensitivity indices :ref:`sphx_glr_examples_uncertainty_sensitivity_plot_sensitivity_comparison.py` .. raw:: html
Comparing sensitivity indices
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.. only:: html .. image:: /examples/uncertainty/sensitivity/images/thumb/sphx_glr_plot_correlation_thumb.png :alt: Correlation analysis :ref:`sphx_glr_examples_uncertainty_sensitivity_plot_correlation.py` .. raw:: html
Correlation analysis
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.. only:: html .. image:: /examples/uncertainty/sensitivity/images/thumb/sphx_glr_plot_morris_thumb.png :alt: Morris analysis :ref:`sphx_glr_examples_uncertainty_sensitivity_plot_morris.py` .. raw:: html
Morris analysis
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.. only:: html .. image:: /examples/uncertainty/sensitivity/images/thumb/sphx_glr_plot_sobol_thumb.png :alt: Sobol' analysis :ref:`sphx_glr_examples_uncertainty_sensitivity_plot_sobol.py` .. raw:: html
Sobol' analysis
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.. toctree:: :hidden: /examples/uncertainty/sensitivity/plot_sensitivity_comparison /examples/uncertainty/sensitivity/plot_correlation /examples/uncertainty/sensitivity/plot_morris /examples/uncertainty/sensitivity/plot_sobol .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Statistics ~~~~~~~~~~ Estimate statistics from data or get them from probability distributions. .. raw:: html
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.. only:: html .. image:: /examples/uncertainty/statistics/images/thumb/sphx_glr_plot_emp_stats_thumb.png :alt: Empirical estimation of statistics :ref:`sphx_glr_examples_uncertainty_statistics_plot_emp_stats.py` .. raw:: html
Empirical estimation of statistics
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.. only:: html .. image:: /examples/uncertainty/statistics/images/thumb/sphx_glr_plot_param_stats_thumb.png :alt: Parametric estimation of statistics :ref:`sphx_glr_examples_uncertainty_statistics_plot_param_stats.py` .. raw:: html
Parametric estimation of statistics
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.. toctree:: :hidden: /examples/uncertainty/statistics/plot_emp_stats /examples/uncertainty/statistics/plot_param_stats .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-gallery .. container:: sphx-glr-download sphx-glr-download-python :download:`Download all examples in Python source code: uncertainty_python.zip ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download all examples in Jupyter notebooks: uncertainty_jupyter.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_