jmorrow1000 / PINN-iPINN
physics-informed neural network and inverse physics-informed neural network
☆11Updated last year
Related projects ⓘ
Alternatives and complementary repositories for PINN-iPINN
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆53Updated 3 years ago
- Introductory workshop on PINNs using the harmonic oscillator☆92Updated 2 years ago
- ☆85Updated 3 years ago
- ☆173Updated 3 months ago
- ☆40Updated last year
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆28Updated 2 weeks ago
- ETH Zürich Deep Learning in Scientific Computing Master's course 2023☆104Updated 3 months ago
- Implementation of PINNs in TensorFlow 2☆71Updated last year
- when using, please cite "Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems", CMAME, https://doi.org/1…☆56Updated 2 years ago
- This repository is the official project page of the course AI in the Sciences and Engineering, ETH Zurich.☆122Updated 3 months ago
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆37Updated last year
- ☆53Updated 10 months ago
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆151Updated last year
- Physics Informed Neural Network (PINN) for the wave equation.☆126Updated 4 years ago
- Basic implementation of physics-informed neural networks for solving differential equations☆72Updated last year
- Example problems in Physics informed neural network in JAX☆72Updated last year
- ☆82Updated 3 weeks ago
- A place to share problems solved with SciANN☆249Updated last year
- ☆143Updated 8 months ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆111Updated this week
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆47Updated 3 years ago
- Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…☆310Updated 4 months ago
- ☆152Updated 8 months ago
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆178Updated 3 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆124Updated 4 years ago
- Physics Informed Neural Network (PINN) for Burgers' equation.☆62Updated 2 months ago
- PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.☆78Updated 5 months ago
- ☆108Updated 2 years ago
- Burgers equation solved by PINN in PyTorch☆20Updated 3 years ago
- Non-adaptive and residual-based adaptive sampling for PINNs☆56Updated 2 years ago