EhsanGh94 / PINN
Physics-Informed Neural Network
☆82Updated 11 months ago
Alternatives and similar repositories for PINN:
Users that are interested in PINN are comparing it to the libraries listed below
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆140Updated last year
- PINN program for computational mechanics☆106Updated last year
- PINN in solving Navier–Stokes equation☆97Updated 4 years ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆70Updated last year
- Non-adaptive and residual-based adaptive sampling for PINNs☆74Updated 2 years ago
- Implementation of PINNs in TensorFlow 2☆78Updated last year
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆23Updated 2 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆56Updated 11 months ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆55Updated 4 years ago
- Basic implementation of physics-informed neural network with pytorch.☆67Updated 2 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆141Updated 4 years ago
- Physics-informed neural networks for two-phase flow problems☆55Updated 2 years ago
- physics-informed neural network for elastodynamics problem☆135Updated 3 years ago
- ☆39Updated 2 years ago
- DeepXDE and PINN☆108Updated 2 years ago
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆66Updated 3 years ago
- Physics Informed Neural Networks: a starting step for CFD specialists☆30Updated 2 years ago
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆70Updated 2 years ago
- ☆12Updated 2 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆27Updated 2 years ago
- 一个简易的模块化物理信息神经网络实现(PINN)☆37Updated 8 months ago
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆18Updated 2 years ago
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆48Updated 2 years ago
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆27Updated last year
- Physics-informed neural network for solving fluid dynamics problems☆225Updated 4 years ago
- gPINN: Gradient-enhanced physics-informed neural networks☆89Updated 3 years ago
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆96Updated 2 years ago
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆172Updated 2 years ago
- ☆38Updated 2 years ago
- Original implementation of fast PINN optimization with RBA weights☆52Updated 2 weeks ago