PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.
☆944Feb 8, 2026Updated 7 months ago
Alternatives and similar repositories for pinns-torch
Users that are interested in pinns-torch are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆6,131Feb 11, 2026Updated 6 months ago
- PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.☆167May 23, 2024Updated 2 years ago
- Must-read Papers on Physics-Informed Neural Networks.☆1,538Dec 8, 2023Updated 2 years ago
- Simple PyTorch Implementation of Physics Informed Neural Network (PINN)☆379Jul 5, 2024Updated 2 years ago
- Investigating PINNs☆780Aug 13, 2021Updated 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.
- PyTorch Implementation of Physics-informed Neural Networks☆719May 20, 2024Updated 2 years ago
- A library for scientific machine learning and physics-informed learning☆4,412Aug 18, 2026Updated 3 weeks ago
- PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.☆75Sep 10, 2024Updated last year
- [NeurIPS 2024] Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.☆450Jul 24, 2026Updated last month
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆682May 31, 2026Updated 3 months ago
- Physics-Informed Neural networks for Advanced modeling☆790Sep 1, 2026Updated last week
- Physics-Informed Neural Network☆94May 10, 2024Updated 2 years ago
- ☆222Oct 20, 2024Updated last year
- Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…☆576May 29, 2026Updated 3 months ago
- 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.
- Basic implementation of physics-informed neural network with pytorch.☆102Sep 26, 2022Updated 3 years ago
- DeepXDE and PINN☆155May 20, 2022Updated 4 years ago
- Generative Pre-Trained Physics-Informed Neural Networks Implementation☆122Aug 26, 2025Updated last year
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆146Oct 24, 2025Updated 10 months ago
- ☆442Nov 14, 2025Updated 9 months ago
- IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.☆250Oct 21, 2024Updated last year
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆211Apr 7, 2024Updated 2 years ago
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆58Nov 20, 2022Updated 3 years ago
- Basic implementation of physics-informed neural networks for solving differential equations☆100Dec 26, 2024Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆44Jun 24, 2022Updated 4 years ago
- Playing around with Phyiscs-Informed Neural Networks☆123Jul 8, 2025Updated last year
- This repository provides a PyTorch implementation of the physics informed neural networks by M.Raissi et al.☆11Aug 9, 2021Updated 5 years ago
- Hands-on tutorial for implementing Physics Informed Neural Networks in Pytorch☆69Apr 24, 2025Updated last year
- A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks☆106Oct 24, 2022Updated 3 years ago
- Implementation of PINNs for burger's and Navier-Stokes equation with PyTorch☆11May 23, 2024Updated 2 years ago
- ☆1,120Jun 29, 2026Updated 2 months ago
- Physics-informed neural networks package☆347Jul 20, 2022Updated 4 years ago
- Paper List of Physics-Informed Neural Network (PINN)☆93Aug 10, 2026Updated 3 weeks 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.
- Tutorials for Physics-Informed Neural Networks☆149May 30, 2024Updated 2 years ago
- PINN program for computational mechanics☆152Apr 1, 2024Updated 2 years ago
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆34Aug 11, 2023Updated 3 years ago
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆299Oct 12, 2021Updated 4 years ago
- ☆428Dec 3, 2022Updated 3 years ago
- Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting☆42Apr 14, 2023Updated 3 years ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆37Feb 4, 2022Updated 4 years ago