Alternatives and similar repositories for Physics-Informed-Neural-Networks

Users that are interested in Physics-Informed-Neural-Networks are comparing it to the libraries listed below

• jayroxis / PINNs
  PyTorch Implementation of Physics-informed Neural Networks
  ☆679Updated last year
• idrl-lab / PINNpapers
  Must-read Papers on Physics-Informed Neural Networks.
  ☆1,321Updated last year
• jdtoscano94 / Learning-Scientific_Machine_Learning_Residual_Based_Attention_PINNs_PIKANs_DeepONets
  Physics Informed Machine Learning Tutorials (Pytorch and Jax)
  ☆609Updated 8 months ago
• nanditadoloi / PINN
  Simple PyTorch Implementation of Physics Informed Neural Network (PINN)
  ☆343Updated last year
• rezaakb / pinns-torch
  PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.
  ☆707Updated 5 months ago
• i207M / PINNacle
  Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
  ☆369Updated last year
• lululxvi / deeponet
  Learning nonlinear operators via DeepONet
  ☆723Updated 3 years ago
• levimcclenny / SA-PINNs
  Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
  ☆255Updated 4 years ago
• PredictiveIntelligenceLab / Physics-informed-DeepONets
  ☆369Updated 2 years ago
• benmoseley / FBPINNs
  Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…
  ☆471Updated last month
• PML-UCF / pinn
  Physics-informed neural networks package
  ☆332Updated 3 years ago
• neuraloperator / physics_informed
  ☆493Updated 7 months ago
• pierremtb / PINNs-TF2.0
  TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).
  ☆263Updated last year
• lu-group / deeponet-fno
  A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data
  ☆336Updated 2 years ago
• ehsanhaghighat / sciann-applications
  A place to share problems solved with SciANN
  ☆295Updated 2 years ago
• bitzhangcy / Neural-PDE-Solver
  ☆1,041Updated last week
• Raocp / PINN-laminar-flow
  Physics-informed neural network for solving fluid dynamics problems
  ☆252Updated 4 years ago
• rezaakb / pinns-tf2
  PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.
  ☆148Updated last year
• mathLab / PINA
  Physics-Informed Neural networks for Advanced modeling
  ☆585Updated last week
• ehsanhaghighat / sciann
  Deep learning for Engineers - Physics Informed Deep Learning
  ☆351Updated last year
• PredictiveIntelligenceLab / GradientPathologiesPINNs
  ☆227Updated 4 years ago
• okada39 / pinn_wave
  Physics Informed Neural Network (PINN) for the wave equation.
  ☆196Updated 5 years ago
• maziarraissi / HFM
  Hidden Fluid Mechanics
  ☆335Updated 2 years ago
• Shengfeng233 / PINN-for-NS-equation
  A pytorch implementaion of physics informed neural networks for two dimensional NS equation
  ☆175Updated last year
• alexpapados / Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics
  Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…
  ☆197Updated 2 years ago
• PredictiveIntelligenceLab / jaxpi
  ☆374Updated this week
• Wulx2050 / DeepXDE-and-PINN
  DeepXDE and PINN
  ☆136Updated 3 years ago
• idrl-lab / idrlnet
  IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
  ☆241Updated last year
• PredictiveIntelligenceLab / CausalPINNs
  ☆180Updated last year
• AmeyaJagtap / XPINNs
  Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…
  ☆220Updated 2 years ago