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Stars

PINNs

8 repositories

PyTorch Implementation of Physics-informed Neural Networks

Jupyter Notebook 563 135 Updated May 20, 2024

Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations

Python 4,115 1,303 Updated May 23, 2024

Demo code for PPINN paper: https://www.sciencedirect.com/science/article/pii/S0045782520304357

Python 11 2 Updated Oct 23, 2020

Official code for "DMIS: Dynamic Mesh-based Importance Sampling for Training Physics-Informed Neural Networks" (AAAI 2023)

Python 16 1 Updated Jan 17, 2024

Non-adaptive and residual-based adaptive sampling for PINNs

Python 63 14 Updated Oct 24, 2022

Source code for Separable PINN

Python 63 20 Updated Oct 25, 2023
Jupyter Notebook 87 29 Updated Oct 16, 2021