Partial Differential Equation

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An Energy Approach to the Solution of Partial Differential Equations in Computational Mechanics via Machine Learning: Concepts, Implementation and Applications

08/27/2019 ∙ by Esteban Samaniego ∙ 83

Learning Similarity Metrics for Numerical Simulations

02/18/2020 ∙ by Georg Kohl ∙ 58

Applications of the Deep Galerkin Method to Solving Partial Integro-Differential and Hamilton-Jacobi-Bellman Equations

11/30/2019 ∙ by Ali Al-Aradi ∙ 45

VarNet: Variational Neural Networks for the Solution of Partial Differential Equations

12/16/2019 ∙ by Reza Khodayi-mehr ∙ 42

DeepXDE: A deep learning library for solving differential equations

07/10/2019 ∙ by Lu Lu ∙ 33

DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators

10/08/2019 ∙ by Lu Lu ∙ 31

Machine Discovery of Partial Differential Equations from Spatiotemporal Data

09/15/2019 ∙ by Junlin Li ∙ 29

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