CEE696-002 Uncertainty Quantification

Fall Semester 2023

Schedule

Class Topic ReadingAction Items
08/21/2023 Introduction to Uncertainty Quantification materials
08/23/2023 Validation & Verfication materials
08/28/2023 Intro to Probability Theory (1) materials
08/30/2023 Intro to Probability Theory (2) materials
09/04/2023 Intro to Probability Theory (3) materials
09/11/2023 Intro to Probability Theory (4) materials
09/13/2023 Sensitivity Analysis (1): Intro materials
09/18/2023 Sensitivity Analysis (2): Local Sensitivity materials
09/20/2023 Sensitivity Analysis (3): Numerical Differentiation materials
09/20/2023 Sensitivity Analysis (4): Adjoint State Method materials
10/02/2023 Sensitivity Analysis (5): Global Sensitivity Analysis materials
10/09/2023 Sensitivity Analysis (6): Variance-based Method materials
10/11/2023 Monte Carlo Approach (1): Intro materials
10/16/2023 Monte Carlo Approach (2): Uncertainty materials
10/18/2023 Monte Carlo Approach (3): Important Sampling materials
10/23/2023 Monte Carlo Approach (4): Latin Hypercube Sampling
10/25/2023 Forward UQ (1): Introduction
10/30/2023 Forward UQ (2): Perturbation Method
11/01/2023 Forward UQ (3): Laplace Approximation
11/06/2023 Forward UQ (4): Polynomial Chaos (1)
11/08/2023 Forward UQ (5): Polynomial Chaos (2)
11/13/2023 Forward UQ (6): Polynomial Chaos (3)
11/15/2023 Gaussian Process (1)
11/20/2023 Gaussian Process (2)
11/22/2023 Gaussian Process (3)