PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.
☆962Feb 8, 2026Updated 8 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☆6,208Feb 11, 2026Updated 8 months ago
- PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.☆169May 23, 2024Updated 2 years ago
- Must-read Papers on Physics-Informed Neural Networks.☆1,553Dec 8, 2023Updated 2 years ago
- Simple PyTorch Implementation of Physics Informed Neural Network (PINN)☆382Jul 5, 2024Updated 2 years ago
- Investigating PINNs☆786Aug 13, 2021Updated 5 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- PyTorch Implementation of Physics-informed Neural Networks☆724May 20, 2024Updated 2 years ago
- A library for scientific machine learning and physics-informed learning☆4,470Aug 18, 2026Updated 2 months ago
- PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.☆75Sep 10, 2024Updated 2 years ago
- [NeurIPS 2024] Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.☆455Jul 24, 2026Updated 2 months ago
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆687Sep 12, 2026Updated last month
- Physics-Informed Neural networks for Advanced modeling☆798Updated this week
- Physics-Informed Neural Network☆94May 10, 2024Updated 2 years ago
- ☆226Oct 20, 2024Updated last year
- Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…☆577May 29, 2026Updated 4 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.
- DeepXDE and PINN☆158May 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☆147Oct 24, 2025Updated 11 months ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆212Apr 7, 2024Updated 2 years ago
- ☆448Nov 14, 2025Updated 11 months ago
- IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.☆251Oct 21, 2024Updated last year
- 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
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆44Jun 24, 2022Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Playing around with Phyiscs-Informed Neural Networks☆125Jul 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☆72Apr 24, 2025Updated last year
- ☆1,126Sep 13, 2026Updated last month
- Implementation of PINNs for burger's and Navier-Stokes equation with PyTorch☆11May 23, 2024Updated 2 years ago
- A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks☆107Oct 24, 2022Updated 3 years ago
- Physics-informed neural networks package☆348Jul 20, 2022Updated 4 years ago
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆301Oct 12, 2021Updated 5 years ago
- PINN program for computational mechanics☆154Apr 1, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Tutorials for Physics-Informed Neural Networks☆154May 30, 2024Updated 2 years ago
- Paper List of Physics-Informed Neural Network (PINN)☆98Aug 10, 2026Updated 2 months 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
- ☆431Dec 3, 2022Updated 3 years ago
- Physics-informed neural network for solving fluid dynamics problems☆294Jan 28, 2021Updated 5 years ago
- A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data☆399Jul 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