Alternatives and similar repositories for PINNs

Users that are interested in PINNs are comparing it to the libraries listed below

• okada39 / pinn_cavity
  Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.
  ☆148Updated 4 years ago
• AmeyaJagtap / XPINNs
  Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…
  ☆197Updated 2 years ago
• 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…
  ☆178Updated 2 years ago
• ehsanhaghighat / sciann-applications
  A place to share problems solved with SciANN
  ☆281Updated last year
• levimcclenny / SA-PINNs
  Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
  ☆232Updated 3 years ago
• Raocp / PINN-laminar-flow
  Physics-informed neural network for solving fluid dynamics problems
  ☆229Updated 4 years ago
• 314arhaam / heat-pinn
  A Physics-Informed Neural Network to solve 2D steady-state heat equations.
  ☆144Updated 5 months ago
• okada39 / pinn_wave
  Physics Informed Neural Network (PINN) for the wave equation.
  ☆175Updated 4 years ago
• ShotaDeguchi / PINN_TF2
  Implementation of PINNs in TensorFlow 2
  ☆78Updated last year
• okada39 / pinn_burgers
  Physics Informed Neural Network (PINN) for Burgers' equation.
  ☆70Updated 10 months ago
• benmoseley / FBPINNs
  Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…
  ☆425Updated last month
• PredictiveIntelligenceLab / GradientPathologiesPINNs
  ☆212Updated 3 years ago
• ehsanhaghighat / sciann
  Deep learning for Engineers - Physics Informed Deep Learning
  ☆339Updated last year
• Raocp / PINN-elastodynamics
  physics-informed neural network for elastodynamics problem
  ☆142Updated 3 years ago
• chen-yingfa / pinn-torch
  PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations
  ☆103Updated 2 years ago
• nanditadoloi / PINN
  Simple PyTorch Implementation of Physics Informed Neural Network (PINN)
  ☆312Updated 11 months ago
• pierremtb / PINNs-TF2.0
  TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).
  ☆259Updated last year
• PredictiveIntelligenceLab / jaxpi
  ☆313Updated 2 months ago
• vc-bonn / Spline_PINN
  ☆109Updated 4 months ago
• madagra / basic-pinn
  Basic implementation of physics-informed neural networks for solving differential equations
  ☆89Updated 6 months ago
• Shengfeng233 / PINN-for-NS-equation
  A pytorch implementaion of physics informed neural networks for two dimensional NS equation
  ☆146Updated last year
• JinshuaiBai / PINN_Comp_Mech
  PINN program for computational mechanics
  ☆114Updated last year
• Alexzihaohu / NSFnets
  PINN in solving Navier–Stokes equation
  ☆105Updated 5 years ago
• PredictiveIntelligenceLab / Physics-informed-DeepONets
  ☆349Updated 2 years ago
• imcs-compsim / pinns_for_comp_mech
  Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.
  ☆39Updated last week
• PredictiveIntelligenceLab / CausalPINNs
  ☆166Updated last year
• ikespand / awesome-machine-learning-fluid-mechanics
  Curated list for ML in FM
  ☆205Updated 3 weeks ago
• amir-cardiolab / PINN-examples
  Examples implementing physics-informed neural networks (PINN) in Pytorch
  ☆67Updated 3 years ago
• erfanhamdi / pinn-torch
  Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose
  ☆49Updated 2 years ago
• benmoseley / harmonic-oscillator-pinn-workshop
  Introductory workshop on PINNs using the harmonic oscillator
  ☆124Updated last month