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A library for scientific machine learning and physics-informed learning

Python 2,812 762 Updated Dec 18, 2024

gPINN: Gradient-enhanced physics-informed neural networks

Python 80 16 Updated Apr 15, 2022
Python 46 14 Updated Jan 18, 2024

Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)

Python 334 70 Updated Dec 13, 2024

[NeurIPS 2022] Minimizing L_inf Physics-Informed Loss for PINN with adversarial training

Python 36 2 Updated Feb 28, 2023

PyTorch Implementation of Physics-informed Neural Networks

Jupyter Notebook 557 133 Updated May 20, 2024

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

Python 4,064 1,295 Updated May 23, 2024