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02/05/2023
Convergence Analysis of the Deep Galerkin Method for Weak Solutions
This paper analyzes the convergence rate of a deep Galerkin method for t...
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11/03/2021
Analysis of Deep Ritz Methods for Laplace Equations with Dirichlet Boundary Conditions
Deep Ritz methods (DRM) have been proven numerically to be efficient in ...
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09/04/2021
Convergence Analysis for the PINNs
In recent years, physical informed neural networks (PINNs) have been sho...
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07/30/2021
Error Analysis of Deep Ritz Methods for Elliptic Equations
Using deep neural networks to solve PDEs has attracted a lot of attentio...
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03/24/2021
Convergence Rate Analysis for Deep Ritz Method
Using deep neural networks to solve PDEs has attracted a lot of attentio...
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02/28/2021