Probabilistic learning for modeling and quantifying model‐form uncertainties in nonlinear computational mechanics

Author:

Soize C.1ORCID,Farhat C.2ORCID

Affiliation:

1. Laboratoire Modélisation et Simulation Multi Echelle MSME UMR 8208 CNRS, Université Paris‐Est Marne‐la‐Vallee France

2. Department of Aeronautics and Astronautics Department of Mechanical Engineering, and Institute for Computational and Mathematical Engineering, Stanford University Stanford California

Funder

Army Research Laboratory

Boeing

Defense Advanced Research Projects Agency

Publisher

Wiley

Subject

Applied Mathematics,General Engineering,Numerical Analysis

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3. Probabilistic-learning-based stochastic surrogate model from small incomplete datasets for nonlinear dynamical systems;Computer Methods in Applied Mechanics and Engineering;2024-01

4. An overview on uncertainty quantification and probabilistic learning on manifolds in multiscale mechanics of materials;Mathematics and Mechanics of Complex Systems;2023-10-23

5. First Steps in Probabilistic Hybrid Twin Extrapolation Based on Nonparametric Probabilistic Method and Machine Learning Algorithms;2023 Fifth International Conference on Advances in Computational Tools for Engineering Applications (ACTEA);2023-07-05

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