idrl-lab / PINNpapersLinks
Must-read Papers on Physics-Informed Neural Networks.
☆1,197Updated last year
Alternatives and similar repositories for PINNpapers
Users that are interested in PINNpapers are comparing it to the libraries listed below
Sorting:
- Investigating PINNs☆606Updated 3 years ago
- PyTorch Implementation of Physics-informed Neural Networks☆634Updated last year
- PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.☆557Updated 2 weeks ago
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆561Updated 4 months ago
- ☆962Updated this week
- Simple PyTorch Implementation of Physics Informed Neural Network (PINN)☆312Updated 11 months ago
- Learning nonlinear operators via DeepONet☆660Updated 3 years ago
- Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.☆325Updated 10 months ago
- ☆460Updated 2 months ago
- A library for scientific machine learning and physics-informed learning☆3,306Updated this week
- Physics-Informed Neural networks for Advanced modeling☆515Updated last week
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆4,770Updated last year
- ☆353Updated 2 years ago
- Physics-informed neural networks package☆310Updated 2 years ago
- PDEBench: An Extensive Benchmark for Scientific Machine Learning☆919Updated last month
- Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…☆425Updated last month
- TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).☆259Updated last year
- DeepONet & FNO (with practical extensions)☆306Updated last year
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆232Updated 3 years ago
- A place to share problems solved with SciANN☆281Updated last year
- ☆313Updated 2 months ago
- Hidden Fluid Mechanics☆327Updated 2 years ago
- Physics-informed neural network for solving fluid dynamics problems☆229Updated 4 years ago
- PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.☆126Updated last year
- Tutorials on deep learning, Python, and dissipative particle dynamics☆191Updated 2 years ago
- Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…☆197Updated 2 years ago
- Deep learning for Engineers - Physics Informed Deep Learning☆339Updated last year
- Physics Informed Neural Network (PINN) for the wave equation.☆175Updated 4 years ago
- IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.☆230Updated 8 months ago
- ☆200Updated 11 months ago