This repository contains a number of Jupyter Notebooks illustrating different approaches to solve partial differential equations by means of neural networks using TensorFlow.
☆181Feb 25, 2021Updated 5 years ago
Alternatives and similar repositories for PDEsByNNs
Users that are interested in PDEsByNNs are comparing it to the libraries listed below
Sorting:
- DiffNet: A FEM based neural PDE solver package☆12Apr 9, 2024Updated last year
- ☆42May 8, 2020Updated 5 years ago
- TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).☆266Nov 30, 2023Updated 2 years ago
- This repository introduces Partial Differential Equation Solver using neural network that can learn resolution-invariant solution operato…☆17Nov 23, 2021Updated 4 years ago
- Deep Neural Network Framework Based on Backward Stochastic Differential Equations for Pricing and Hedging American Options in High Dimens…☆21Nov 12, 2020Updated 5 years ago
- Solving High Dimensional Partial Differential Equations with Deep Neural Networks☆34Dec 21, 2021Updated 4 years ago
- ☆10Jan 5, 2021Updated 5 years ago
- ☆116Feb 5, 2025Updated last year
- Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs☆93May 11, 2022Updated 3 years ago
- Deep BSDE solver in TensorFlow☆290Apr 18, 2025Updated 10 months ago
- This is a repository of scripts developed as part of the 2020 ENCMP100 Section B3 lecture taught at University of Alberta.☆10Apr 2, 2020Updated 5 years ago
- Deep multistep methods to solve BSDEs of first and second order for the approximation of PDE solutions☆20May 29, 2020Updated 5 years ago
- Publication of Python code used to train ModalPINN☆11May 5, 2022Updated 3 years ago
- University of Vermont Mechanical Engineering Heat Transfer Course☆16Apr 6, 2023Updated 2 years ago
- Must-read Papers on Physics-Informed Neural Networks.☆1,434Dec 8, 2023Updated 2 years ago
- Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed c…☆117Mar 1, 2022Updated 4 years ago
- ☆391Dec 3, 2022Updated 3 years ago
- Physics Informed Neural Network (PINN) for Burgers' equation.☆75Aug 21, 2024Updated last year
- Different methods of solving partial differential equations with neural networks☆18Oct 21, 2021Updated 4 years ago
- A library for scientific machine learning and physics-informed learning☆3,907Updated this week
- XPINN code written in TensorFlow 2☆28Feb 1, 2023Updated 3 years ago
- Variational Autoencoder (VAE)-like neural network to solve ideal MHD equilibrium in a tokamak☆11May 20, 2022Updated 3 years ago
- ☆12Feb 14, 2022Updated 4 years ago
- Workshops on CFD at the University of Houston☆15Mar 18, 2019Updated 6 years ago
- Implementation of the Deep xVA Solver of Gnoatto, Picarelli and Reisinger (2020) https://arxiv.org/abs/2005.02633☆19Aug 6, 2020Updated 5 years ago
- ☆510Apr 1, 2025Updated 11 months ago
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆5,611Feb 11, 2026Updated 3 weeks ago
- PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks☆314Feb 9, 2024Updated 2 years ago
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆647Updated this week
- Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated s…☆1,172Feb 25, 2026Updated last week
- Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations☆285Jul 30, 2022Updated 3 years ago
- ☆243Oct 14, 2021Updated 4 years ago
- Neural network based solvers for partial differential equations and inverse problems . Implementation of physics-informed neural networks…☆162Jan 12, 2025Updated last year
- Using graph network to solve PDEs☆437Jun 2, 2025Updated 9 months ago
- hp-VPINNs: variational physics-informed neural network with domain decomposition is a general framework to solve differential equations☆88Aug 26, 2025Updated 6 months ago
- ☆15Nov 20, 2023Updated 2 years ago
- ☆13Dec 6, 2021Updated 4 years ago
- ☆63Jul 24, 2019Updated 6 years ago
- Applications of PINOs☆146Oct 10, 2022Updated 3 years ago