physics-informed-neural-networks

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pdebench /PDEBench

Star1k

PDEBench: An Extensive Benchmark for Scientific Machine Learning

benchmark machine-learning ai deep-learning simulation pytorch scientific-computing neural-networks scientific partial-differential-equations fluid-dynamics jax navier-stokes-equations sciml autoregressive-models physics-informed-neural-networks neural-operators

UpdatedMay 15, 2025
Python

NeuroDiffGym /neurodiffeq

Star770

A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.

deep-learning time-series pypi pytorch artificial-intelligence ode scientific-computing neural-networks differential-equations mathematical-modelling odes pinn pde-solver initial-value-problem boundary-value-problem physics-informed-neural-networks

UpdatedJul 27, 2025
Python

rezaakb /pinns-torch

Star748

PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.

pytorch jit-compiler pinns physics-informed-neural-networks cuda-graph

UpdatedJun 13, 2025
Python

mathLab /PINA

Star684

Physics-Informed Neural networks for Advanced modeling

python machine-learning deep-learning modeling pytorch ode neural-networks differential-equations pde hacktoberfest pinn physics-informed pytorch-lightning physics-informed-neural-networks torch-geometric neural-operators equation-learning lightining

UpdatedDec 16, 2025
Python

benmoseley /harmonic-oscillator-pinn

Star654

Code accompanying my blog post: So, what is a physics-informed neural network?

neural-networks sciml pinns physics-informed-neural-networks physics-informed-ml physics-informed-machine-learning

UpdatedMar 22, 2022
Jupyter Notebook

benmoseley /FBPINNs

Star500

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

neural-networks differential-equations domain-decomposition jax pinns physics-informed-neural-networks

UpdatedNov 27, 2025
Python

nanditadoloi /PINN

Star351

Simple PyTorch Implementation of Physics Informed Neural Network (PINN)

machine-learning pytorch physics-informed-neural-networks

UpdatedJul 5, 2024
Jupyter Notebook

idrl-lab /idrlnet

Star243

IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.

python machine-learning inverse-problems pde-solver data-driven-model scientific-machine-learning physics-informed-neural-networks

UpdatedOct 21, 2024
Python

openhackathons-org /End-to-End-AI-for-Science

Star207

This repository containts materials for End-to-End AI for Science

machine-learning ai deep-learning hpc artificial-intelligence weather-forecast navier-stokes pde pinn modulus physics-informed-neural-networks ai4hpc omniverse fourcastnet

UpdatedDec 16, 2025
Jupyter Notebook

alexpapados /Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics

Star199

Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube problems and plane stress linear elasticity boundary value problems

computational-physics hydrodynamics computational-fluid-dynamics linear-elasticity physics-based-simulation shock-tube pinns physics-informed-neural-networks