EdgarAMO / PINN-Burgers
Burgers equation solved by PINN in PyTorch
☆20Updated 3 years ago
Related projects ⓘ
Alternatives and complementary repositories for PINN-Burgers
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆54Updated 3 years ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆48Updated 3 years ago
- Basic implementation of physics-informed neural network with pytorch.☆44Updated 2 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆24Updated last year
- Contains implementation of PINN using Tensorflow 2.4.0☆14Updated last year
- Physics-guided neural network framework for elastic plates☆32Updated 2 years ago
- PINN program for computational mechanics☆85Updated 7 months ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆55Updated 7 months ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆26Updated 7 months ago
- Physics Informed Neural Networks: a starting step for CFD specialists☆27Updated 2 years ago
- A-PINN: Auxiliary physics informed neural networks for forward and inverse problems of nonlinear integro-differential equations☆15Updated 2 years ago
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆15Updated 2 years ago
- PINNs for 2D Incompressible Navier-Stokes Equation☆32Updated 6 months ago
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆46Updated 3 years ago
- POD-PINN code and manuscript☆46Updated last week
- Implementation of PINNs in TensorFlow 2☆71Updated last year
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆29Updated this week
- ☆53Updated this week
- Physics-informed neural networks for two-phase flow problems☆48Updated last year
- A collection of Jupyter notebooks providing tutorials on reduced order modeling techniques like DeepONet, FNO, DL-ROM, and POD-DL-ROM. Ea…☆19Updated 5 months ago
- ☆31Updated 2 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆45Updated 5 months ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆19Updated 2 years ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆24Updated 2 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆107Updated 7 months ago
- ☆16Updated 9 months ago
- An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic di…☆25Updated 2 years ago
- ☆52Updated 2 years ago
- XPINN code written in TensorFlow 2☆27Updated last year
- ☆15Updated 3 weeks ago