JinshuaiBai / LSWR_loss_function_PINN

A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics
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LSWR_loss_function_PINN

This repository provides numerical examples of the Least Squares Weighted Residual loss function for physics-informed neural network-based computational solid mechanics framework.

Numerical examples include:

Information regarding the numerical examples, please refer to our paper.

Enviornmental settings

Paper link

https://doi.org/10.1007/s00466-022-02252-0

Cite as

[1] J. Bai, T. Rabczuk, A. Gupta, L. Alzubaidi, Y. Gu, A Physics-Informed Neural Network technique based on a modified loss function for computational 2D and 3D solid mechanics, Computational Mechanics, (2022).