levimcclenny / SA-PINNs
Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
☆228Updated 3 years ago
Alternatives and similar repositories for SA-PINNs
Users that are interested in SA-PINNs are comparing it to the libraries listed below
Sorting:
- ☆206Updated 3 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆143Updated 4 years ago
- ☆341Updated 2 years ago
- Physics-informed neural network for solving fluid dynamics problems☆227Updated 4 years ago
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆172Updated 2 years ago
- DeepONet & FNO (with practical extensions)☆292Updated last year
- Simple PyTorch Implementation of Physics Informed Neural Network (PINN)☆303Updated 10 months ago
- Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs☆148Updated last year
- Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…☆192Updated 2 years ago
- Physics Informed Neural Network (PINN) for the wave equation.☆166Updated 4 years ago
- A place to share problems solved with SciANN☆276Updated last year
- ☆163Updated last year
- ☆138Updated 2 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆141Updated last year
- PINN in solving Navier–Stokes equation☆101Updated 4 years ago
- TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).☆259Updated last year
- Implementation of PINNs in TensorFlow 2☆78Updated last year
- physics-informed neural network for elastodynamics problem☆138Updated 3 years ago
- ☆128Updated 6 months ago
- Physics-informed neural networks package☆307Updated 2 years ago
- Physics Informed Neural Network (PINN) for Burgers' equation.☆71Updated 8 months ago
- Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.☆313Updated 9 months ago
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆96Updated 2 years ago
- gPINN: Gradient-enhanced physics-informed neural networks☆89Updated 3 years ago
- Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…☆405Updated 2 weeks ago
- Non-adaptive and residual-based adaptive sampling for PINNs☆75Updated 2 years ago
- Physics-informed learning of governing equations from scarce data☆145Updated last year
- ☆95Updated 3 years ago
- This is the code of my master thesis.☆120Updated last month
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆137Updated 4 months ago