Alternatives and similar repositories for PINN-examples:

Users that are interested in PINN-examples are comparing it to the libraries listed below

• Alexzihaohu / NSFnets
  PINN in solving Navier–Stokes equation
  ☆83Updated 4 years ago
• Shengfeng233 / PINN-for-NS-equation
  A pytorch implementaion of physics informed neural networks for two dimensional NS equation
  ☆118Updated 9 months ago
• saniaki / sequential_PINN
  Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems
  ☆50Updated 4 years ago
• Shengfeng233 / PINN-for-turbulence
  A pytorch implementation of several approaches using PINN to slove turbulent flow
  ☆61Updated 9 months ago
• lu-group / pinn-sampling
  Non-adaptive and residual-based adaptive sampling for PINNs
  ☆64Updated 2 years ago
• hojunkim13 / PINNs
  Basic implementation of physics-informed neural network with pytorch.
  ☆55Updated 2 years ago
• aaronbuhendwa / twophasePINN
  Physics-informed neural networks for two-phase flow problems
  ☆49Updated last year
• Vaezi92 / PINNs-TF2.x
  Physics Informed Neural Networks: a starting step for CFD specialists
  ☆27Updated 2 years ago
• itsjacobhere / PINN
  Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations
  ☆16Updated 2 years ago
• JinshuaiBai / PINN_Comp_Mech
  PINN program for computational mechanics
  ☆95Updated 9 months ago
• Scien42 / NSFnet
  PINNs for 2D Incompressible Navier-Stokes Equation
  ☆38Updated 8 months ago
• okada39 / pinn_cavity
  Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.
  ☆129Updated 4 years ago
• Shengfeng233 / PINN-MPI
  parallel PINNs; RANS equations; spatiotemporal parallel; PINNs
  ☆27Updated 9 months ago
• MinglangYin / PyTorchTutorial
  Examplary code for NN, MFNN, DynNet, PINNs and CNN
  ☆48Updated 3 years ago
• ShotaDeguchi / PINN_TF2
  Implementation of PINNs in TensorFlow 2
  ☆74Updated last year
• AmeyaJagtap / Conservative_PINNs
  We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …
  ☆61Updated last year
• imcs-compsim / pinns_for_comp_mech
  Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.
  ☆31Updated last month
• EdgarAMO / PINN-Burgers
  Burgers equation solved by PINN in PyTorch
  ☆20Updated 3 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…
  ☆161Updated last year
• chen-yingfa / pinn-torch
  PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations
  ☆82Updated 2 years ago
• Jianxun-Wang / LabelFree-DNN-Surrogate
  Surrogate Modeling for Fluid Flows Based on Physics-Constrained Label-Free Deep Learning
  ☆83Updated last year
• Raocp / PINN-elastodynamics
  physics-informed neural network for elastodynamics problem
  ☆126Updated 3 years ago
• amir-cardiolab / PINN_multiphysics_multifidelity
  ☆33Updated 2 years ago
• ippqw5 / PINNLearning
  Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN
  ☆26Updated last year
• tianshao1992 / PINNs_Cylinder
  ☆34Updated 2 years ago
• okada39 / pinn_burgers
  Physics Informed Neural Network (PINN) for Burgers' equation.
  ☆66Updated 5 months ago
• sumanth107 / PINNs-TF2.4.0
  Contains implementation of PINN using Tensorflow 2.4.0
  ☆14Updated last year
• JinshuaiBai / LSWR_loss_function_PINN
  A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics
  ☆51Updated 8 months ago
• Raocp / PINN-laminar-flow
  Physics-informed neural network for solving fluid dynamics problems
  ☆207Updated 4 years ago
• lu-group / gpinn
  gPINN: Gradient-enhanced physics-informed neural networks
  ☆84Updated 2 years ago