This repository contains a number of Jupyter Notebooks illustrating different approaches to solve partial differential equations by means of neural networks using TensorFlow.
☆185Feb 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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- DiffNet: A FEM based neural PDE solver package☆12Apr 9, 2024Updated 2 years ago
- ☆41May 8, 2020Updated 6 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
- TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).☆267Nov 30, 2023Updated 2 years ago
- Deep multistep methods to solve BSDEs of first and second order for the approximation of PDE solutions☆21May 29, 2020Updated 5 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- This repository introduces Partial Differential Equation Solver using neural network that can learn resolution-invariant solution operato…☆17Nov 23, 2021Updated 4 years ago
- ☆12Feb 14, 2022Updated 4 years ago
- Deep BSDE solver in TensorFlow☆294Apr 18, 2025Updated last year
- ☆11Jan 5, 2021Updated 5 years ago
- Solving High Dimensional Partial Differential Equations with Deep Neural Networks☆34Dec 21, 2021Updated 4 years ago
- Neural network based solvers for partial differential equations and inverse problems . Implementation of physics-informed neural networks…☆170Jan 12, 2025Updated last year
- Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated s…☆1,198May 12, 2026Updated last week
- Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs☆94May 11, 2022Updated 4 years ago
- Physics Informed Neural Network (PINN) for Burgers' equation.☆77Aug 21, 2024Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks☆315Feb 9, 2024Updated 2 years ago
- ☆35Aug 20, 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☆4,177Mar 1, 2026Updated 2 months ago
- ☆117Feb 5, 2025Updated last year
- ☆14Dec 6, 2021Updated 4 years ago
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆669Apr 27, 2026Updated 3 weeks ago
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆5,851Feb 11, 2026Updated 3 months ago
- Must-read Papers on Physics-Informed Neural Networks.☆1,492Dec 8, 2023Updated 2 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed c…☆118Mar 1, 2022Updated 4 years ago
- XPINN code written in TensorFlow 2☆28Feb 1, 2023Updated 3 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
- Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations☆290Jul 30, 2022Updated 3 years ago
- ☆261Oct 14, 2021Updated 4 years ago
- Deep Learning for Solving Differential Equations (Educational)☆19Nov 30, 2023Updated 2 years ago
- ☆417Dec 3, 2022Updated 3 years ago
- Spectral methods in matlab☆12Mar 27, 2025Updated last year
- The public repository about our joint FINN research project☆38Oct 28, 2022Updated 3 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- ☆536Apr 1, 2025Updated last year
- Deep learning library for solving differential equations on top of PyTorch.☆63Jul 30, 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…☆782Apr 22, 2026Updated last month
- A Machine Learning Framework for Solving High-Dimensional Mean Field Game and Mean Field Control Problems☆33Nov 7, 2025Updated 6 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 6 years ago
- ☆21Mar 14, 2023Updated 3 years ago
- Publication of Python code used to train ModalPINN☆11May 5, 2022Updated 4 years ago