Shengfeng233 / PINN-for-turbulence
A pytorch implementation of several approaches using PINN to slove turbulent flow
☆70Updated last year
Alternatives and similar repositories for PINN-for-turbulence:
Users that are interested in PINN-for-turbulence are comparing it to the libraries listed below
- PINN in solving Navier–Stokes equation☆97Updated 4 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆138Updated last year
- Physics-informed neural networks for two-phase flow problems☆55Updated 2 years ago
- ☆38Updated 2 years ago
- Physics Informed Neural Networks: a starting step for CFD specialists☆30Updated 2 years ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆23Updated 2 years ago
- ☆38Updated 2 years ago
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆66Updated 3 years ago
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆17Updated 2 years ago
- PINN program for computational mechanics☆106Updated last year
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆56Updated 10 months ago
- Non-adaptive and residual-based adaptive sampling for PINNs☆70Updated 2 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆27Updated 2 years ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆55Updated 4 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
- ☆65Updated 4 months ago
- Basic implementation of physics-informed neural network with pytorch.☆66Updated 2 years ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆31Updated last year
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆27Updated last year
- POD-PINN code and manuscript☆51Updated 5 months ago
- Physics-Informed Neural Network☆82Updated 11 months ago
- Official implementation of "PhyGNNet: Solving spatiotemporal PDEs with Physics-informed Graph Neural Network"☆42Updated last year
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆13Updated 2 years ago
- PINNs for 2D Incompressible Navier-Stokes Equation☆44Updated 11 months ago
- ☆48Updated 4 months ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆29Updated 3 years ago
- ☆24Updated 3 months ago
- gPINN: Gradient-enhanced physics-informed neural networks☆88Updated 3 years ago
- DeepXDE and PINN☆108Updated 2 years ago