NeuroDiffGym / neurodiffeqLinks
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
☆767Updated 4 months ago
Alternatives and similar repositories for neurodiffeq
Users that are interested in neurodiffeq are comparing it to the libraries listed below
Sorting:
- PDEBench: An Extensive Benchmark for Scientific Machine Learning☆1,001Updated 6 months ago
- Physics-Informed Neural networks for Advanced modeling☆672Updated this week
- ☆380Updated 3 weeks ago
- Using graph network to solve PDEs☆421Updated 6 months ago
- Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…☆495Updated last week
- ☆495Updated 8 months ago
- Learning nonlinear operators via DeepONet☆727Updated 3 years ago
- OSS library that implements deep learning methods for partial differential equations and much more☆455Updated 2 months ago
- A differentiable PDE solving framework for machine learning☆1,742Updated last month
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆619Updated 9 months ago
- PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks☆312Updated last year
- Deep learning for Engineers - Physics Informed Deep Learning☆353Updated last year
- Computational Fluid Dynamics in JAX☆895Updated last month
- Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated s…☆1,140Updated this week
- ☆372Updated 3 years ago
- ☆271Updated 3 years ago
- ☆214Updated last year
- A flexible framework for solving PDEs with modern spectral methods.☆624Updated last week
- Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations☆283Updated 3 years ago
- PyTorch Implementation of Physics-informed Neural Networks☆681Updated last year
- ☆230Updated 4 years ago
- Python package for solving partial differential equations using finite differences.☆449Updated last week
- ☆197Updated 8 months ago
- Python Dynamic Mode Decomposition☆1,064Updated this week
- This repository contains a number of Jupyter Notebooks illustrating different approaches to solve partial differential equations by means…☆179Updated 4 years ago
- IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.☆243Updated last year
- ☆1,051Updated 3 weeks ago
- Investigating PINNs☆695Updated 4 years ago
- Lagrangian Neural Networks☆527Updated 2 months ago
- Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric …☆1,237Updated last week