:orphan: .. _sphx_glr_examples_uncertainty: .. 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
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/plot_u_parameter_space .. raw:: html
.. _sphx_glr_examples_uncertainty_distributions: .. 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
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/distributions/plot_ot_distfactory .. raw:: html
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/distributions/plot_ot_distribution .. raw:: html
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/distributions/plot_sp_distribution .. raw:: html
.. _sphx_glr_examples_uncertainty_sensitivity: .. 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
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/sensitivity/plot_sensitivity_comparison .. raw:: html
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/sensitivity/plot_correlation .. raw:: html
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/sensitivity/plot_morris .. raw:: html
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/sensitivity/plot_sobol .. raw:: html
.. _sphx_glr_examples_uncertainty_statistics: .. 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
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/statistics/plot_emp_stats .. raw:: html
.. only:: html .. figure:: /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
.. toctree:: :hidden: /examples/uncertainty/statistics/plot_param_stats .. raw:: html