Deep learning library for solving differential equations on top of PyTorch.
☆62Jul 30, 2020Updated 5 years ago
Alternatives and similar repositories for pinn-pytorch
Users that are interested in pinn-pytorch are comparing it to the libraries listed below
Sorting:
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆52Sep 12, 2021Updated 4 years ago
- Solving PDEs with NNs☆56Jan 6, 2023Updated 3 years ago
- Data-driven Identification of 2D Partial Differential Equations using Extracted Physical Features☆12Apr 23, 2021Updated 4 years ago
- ☆15Dec 20, 2020Updated 5 years ago
- Reproduce the first two numerical experiments(Pytorch)☆26Jul 30, 2020Updated 5 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆29Apr 14, 2023Updated 2 years ago
- PyTorch Implementation of Physics-informed Neural Networks☆703May 20, 2024Updated last year
- ☆19Oct 17, 2021Updated 4 years ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆60Dec 7, 2020Updated 5 years ago
- A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, i…☆771Jul 27, 2025Updated 7 months ago
- ☆26Jun 16, 2018Updated 7 years ago
- ☆19Feb 3, 2022Updated 4 years ago
- Official code for AL-PINNS: Augmented Lagrangian relaxation method for Physics-Informed Neural Networks☆12Jul 29, 2023Updated 2 years ago
- Basic deep learning models in PyTorch.☆10May 18, 2020Updated 5 years ago
- Physics Informed Neural Networks☆20Sep 2, 2020Updated 5 years ago
- ☆12May 3, 2023Updated 2 years ago
- Predictive Modeling and Uncertainty Quantification of Fatigue Life in Metal Alloys using Machine Learning☆26Feb 28, 2025Updated last year
- ☆45May 18, 2022Updated 3 years ago
- To address some of the failure modes in training of physics informed neural networks, a Lagrangian architecture is designed to conform to…☆52Jan 10, 2023Updated 3 years ago
- Physics-Informed Neural Networks for solving PDEs (bachelor project)☆10Mar 20, 2023Updated 2 years ago
- Solving various PDEs by employing Siren, with JAX implementation.☆11Apr 13, 2025Updated 10 months ago
- Convolution Neural Network based solution for 2D steady state Navier Stokes equation for submerged badies☆12May 3, 2021Updated 4 years ago
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆77Feb 1, 2023Updated 3 years ago
- IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.☆243Oct 21, 2024Updated last year
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆161Jul 16, 2020Updated 5 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆190Apr 7, 2024Updated last year
- ☆36Jun 17, 2022Updated 3 years ago
- PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks☆314Feb 9, 2024Updated 2 years ago
- 2D wave equation simulated by PINN and FDM☆13Feb 20, 2022Updated 4 years ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆40Jun 24, 2022Updated 3 years ago
- Code and datasets for paper "Assessing Weighted Physics Informed Neural Networks in Ocean Modelling"☆12Dec 9, 2022Updated 3 years ago
- OpenFOAM case for simulating the flow over a NACA 2412 airfoil.☆16Nov 22, 2013Updated 12 years ago
- 🌌 Applications of Physics-Informed ML: A collection of notebooks from my Masters research, exploring how machine learning can solve scie…☆11Nov 9, 2024Updated last year
- Simple PyTorch Implementation of Physics Informed Neural Network (PINN)☆13Mar 9, 2021Updated 4 years ago
- Benchmark for learning stiff problems using physics-informed machine learning☆12Dec 15, 2021Updated 4 years ago
- TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).☆266Nov 30, 2023Updated 2 years ago
- Accelerating Physics Informed Neural Networks (PINNs) using Meshless Discretizations☆33Apr 15, 2023Updated 2 years ago
- Pytorch implementation of the DeepMoD algorithm: [arXiv:1904.09406]☆33Oct 30, 2023Updated 2 years ago
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆5,611Feb 11, 2026Updated 3 weeks ago