amir-cardiolab / PINN-examplesLinks
Examples implementing physics-informed neural networks (PINN) in Pytorch
☆77Updated 4 years ago
Alternatives and similar repositories for PINN-examples
Users that are interested in PINN-examples are comparing it to the libraries listed below
Sorting:
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆58Updated 4 years ago
- PINN program for computational mechanics☆125Updated last year
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆84Updated last year
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆193Updated 2 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆173Updated last year
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆56Updated last year
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆27Updated 2 years ago
- A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks☆89Updated 3 years ago
- Physics-informed neural networks for two-phase flow problems☆69Updated 3 weeks ago
- PINN in solving Navier–Stokes equation☆113Updated 5 years ago
- A-PINN: Auxiliary physics informed neural networks for forward and inverse problems of nonlinear integro-differential equations☆22Updated 3 years ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆33Updated last year
- Physics-informed neural network for solving fluid dynamics problems☆248Updated 4 years ago
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆19Updated 3 years ago
- Burgers equation solved by PINN in PyTorch☆24Updated 4 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆152Updated 5 years ago
- Physics-guided neural network framework for elastic plates☆46Updated 3 years ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆33Updated 3 years ago
- Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems☆98Updated 3 years ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆33Updated 3 years ago
- Implementation of PINNs in TensorFlow 2☆81Updated 2 years ago
- physics-informed neural network for elastodynamics problem☆149Updated 3 years ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆13Updated 3 years ago
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆51Updated 4 years ago
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆52Updated 2 years ago
- ☆41Updated 3 years ago
- Physics Informed Neural Network (PINN) for Burgers' equation.☆71Updated last year
- Physics-Informed Neural Network☆91Updated last year
- ☆47Updated 3 years ago
- Basic implementation of physics-informed neural network with pytorch.☆81Updated 3 years ago