Alternatives and similar repositories for PINNs

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

• 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…
  ☆188Updated 2 years ago
• AmeyaJagtap / XPINNs
  Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…
  ☆212Updated 2 years ago
• 314arhaam / heat-pinn
  A Physics-Informed Neural Network to solve 2D steady-state heat equations.
  ☆159Updated last month
• okada39 / pinn_cavity
  Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.
  ☆150Updated 5 years ago
• ehsanhaghighat / sciann-applications
  A place to share problems solved with SciANN
  ☆290Updated last year
• Alexzihaohu / NSFnets
  PINN in solving Navier–Stokes equation
  ☆113Updated 5 years ago
• levimcclenny / SA-PINNs
  Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
  ☆250Updated 3 years ago
• Raocp / PINN-laminar-flow
  Physics-informed neural network for solving fluid dynamics problems
  ☆243Updated 4 years ago
• pierremtb / PINNs-TF2.0
  TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).
  ☆262Updated last year
• okada39 / pinn_wave
  Physics Informed Neural Network (PINN) for the wave equation.
  ☆189Updated 5 years ago
• PredictiveIntelligenceLab / GradientPathologiesPINNs
  ☆224Updated 3 years ago
• chen-yingfa / pinn-torch
  PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations
  ☆117Updated 2 years ago
• rezaakb / pinns-tf2
  PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.
  ☆142Updated last year
• ikespand / awesome-machine-learning-fluid-mechanics
  Curated list for ML in FM
  ☆213Updated last month
• ShotaDeguchi / PINN_TF2
  Implementation of PINNs in TensorFlow 2
  ☆81Updated 2 years ago
• Raocp / PINN-elastodynamics
  physics-informed neural network for elastodynamics problem
  ☆146Updated 3 years ago
• ehsanhaghighat / sciann
  Deep learning for Engineers - Physics Informed Deep Learning
  ☆350Updated last year
• madagra / basic-pinn
  Basic implementation of physics-informed neural networks for solving differential equations
  ☆94Updated 9 months ago
• nanditadoloi / PINN
  Simple PyTorch Implementation of Physics Informed Neural Network (PINN)
  ☆330Updated last year
• amir-cardiolab / PINN-examples
  Examples implementing physics-informed neural networks (PINN) in Pytorch
  ☆76Updated 4 years ago
• mdribeiro / DeepCFD
  DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks
  ☆286Updated last year
• Shengfeng233 / PINN-for-NS-equation
  A pytorch implementaion of physics informed neural networks for two dimensional NS equation
  ☆167Updated last year
• vc-bonn / Spline_PINN
  ☆112Updated 8 months ago
• benmoseley / FBPINNs
  Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…
  ☆454Updated 3 months ago
• JinshuaiBai / PINN_Comp_Mech
  PINN program for computational mechanics
  ☆121Updated last year
• nguyenkhoa0209 / pinns_tutorial
  Tutorials for Physics-Informed Neural Networks
  ☆95Updated last year
• lu-group / gpinn
  Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems
  ☆99Updated 3 years ago
• hojunkim13 / PINNs
  Basic implementation of physics-informed neural network with pytorch.
  ☆79Updated 3 years ago
• okada39 / pinn_burgers
  Physics Informed Neural Network (PINN) for Burgers' equation.
  ☆71Updated last year
• AmeyaJagtap / Conservative_PINNs
  We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …
  ☆74Updated 2 years ago