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Jupyter Notebook Viewer

Vinzenz Eck, Jacob T. Sturdy

Leif Rune Hellevik

In this git we have collected a number of notebooks aiming at introducing you to the application of uncertainty quantification and sensitivity analysis (UQSA).

Below you find a hyperlinked overview which will take you to the various subtopics we have found to be useful in UQSA.

• Preliminaries tries to present the statistical relations and laws needed to derive the Sobol indices

• First order sensitivity indices

• Higher order sensitivity indices

• Monte Carlo methods for UQSA

• Polynomial chaos expansion methods for UQSA

• Exercises

  • UQSA of Arterial Wall models

  • UQSA of the Ishigami function

This collection of notebooks were developed for the Workshop On Uncertainty Quantification And Sensitivity Analysis For Cardiovascular Modeling with financial support from the Peder Sather Center for Advanced Study

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