Stochastic Tools Examples and Tutorials

The following example problems demonstrate the capabilities of the MOOSE Stochastic Tools Module.

Parameter Studies, Statistics, and Sensitivity Analysis:

• Example 1: Monte Carlo Example

• Example 2: Parameter Study

• Example 3: Parameter Study on a Highly Nonlinear Problem

• Example 4: SOBOL Sensitivity Analysis

Surrogate Models:

• Example 5: Creating a Surrogate Model

• Example 6: Training a Surrogate Model

• Example 7: Evaluating a Surrogate Model

• Example 8: Polynomial Chaos Surrogate

• Example 9: Polynomial Regression Surrogate

• Example 10: POD Reduced Basis Surrogate

• Example 11: Comparison of surrogates using a time-dependent problem

• Example 12: Gaussian Process Surrogate

• Example 13: K-Fold Cross Validation