amir-cardiolab / PINN-examples
Examples implementing physics-informed neural networks (PINN) in Pytorch
☆62Updated 3 years ago
Alternatives and similar repositories for PINN-examples:
Users that are interested in PINN-examples are comparing it to the libraries listed below
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆51Updated 4 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆131Updated 11 months ago
- PINN in solving Navier–Stokes equation☆88Updated 4 years ago
- Non-adaptive and residual-based adaptive sampling for PINNs☆65Updated 2 years ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆64Updated 11 months ago
- PINN program for computational mechanics☆104Updated 11 months ago
- Physics-informed neural networks for two-phase flow problems☆51Updated 2 years ago
- Physics Informed Neural Networks: a starting step for CFD specialists☆29Updated 2 years ago
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆16Updated 2 years ago
- Burgers equation solved by PINN in PyTorch☆21Updated 3 years ago
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆35Updated this week
- Implementation of PINNs in TensorFlow 2☆75Updated last year
- Basic implementation of physics-informed neural network with pytorch.☆61Updated 2 years ago
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆66Updated 2 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆54Updated 9 months ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆20Updated 2 years ago
- physics-informed neural network for elastodynamics problem☆132Updated 3 years ago
- ☆35Updated 2 years ago
- ☆35Updated 2 years ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆31Updated 11 months ago
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆45Updated 2 years ago
- Original implementation of fast PINN optimization with RBA weights☆48Updated 5 months ago
- PINNs for 2D Incompressible Navier-Stokes Equation☆42Updated 9 months ago
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆88Updated 2 years ago
- ☆38Updated 2 years ago
- DeepXDE and PINN☆100Updated 2 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆133Updated 4 years ago
- Surrogate Modeling for Fluid Flows Based on Physics-Constrained Label-Free Deep Learning☆84Updated last year
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆26Updated last year
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆169Updated 2 years ago