Simple PyTorch Implementation of Physics Informed Neural Network (PINN)
☆380Jul 5, 2024Updated last year
Alternatives and similar repositories for PINN
Users that are interested in PINN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- PyTorch Implementation of Physics-informed Neural Networks☆721May 20, 2024Updated 2 years ago
- Investigating PINNs☆772Aug 13, 2021Updated 4 years ago
- Must-read Papers on Physics-Informed Neural Networks.☆1,504Dec 8, 2023Updated 2 years ago
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆5,939Feb 11, 2026Updated 4 months ago
- PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.☆905Feb 8, 2026Updated 4 months ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆673May 31, 2026Updated 2 weeks ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆198Apr 7, 2024Updated 2 years ago
- Physics-informed neural networks package☆347Jul 20, 2022Updated 3 years ago
- Basic implementation of physics-informed neural networks for solving differential equations☆99Dec 26, 2024Updated last year
- Physics Informed Neural Network (PINN) for the wave equation.☆213Jul 16, 2020Updated 5 years ago
- A library for scientific machine learning and physics-informed learning☆4,244Mar 1, 2026Updated 3 months ago
- Physics-Informed Neural Network☆95May 10, 2024Updated 2 years ago
- TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).☆268Nov 30, 2023Updated 2 years ago
- Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems☆111Apr 15, 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.
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆297Oct 12, 2021Updated 4 years ago
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆80Feb 1, 2023Updated 3 years ago
- Physics-informed neural networks with hard constraints for inverse design☆160Nov 21, 2021Updated 4 years ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆182May 30, 2026Updated 2 weeks ago
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆226Feb 21, 2023Updated 3 years ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆97Apr 4, 2024Updated 2 years ago
- Reliable extrapolation of deep neural operators informed by physics or sparse observations☆29Jun 4, 2023Updated 3 years ago
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆51Sep 12, 2021Updated 4 years ago
- Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…☆264Feb 1, 2023Updated 3 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.
- ☆115Oct 16, 2021Updated 4 years ago
- ☆420Dec 3, 2022Updated 3 years ago
- ☆217Feb 16, 2024Updated 2 years ago
- Physics-informed neural network for solving fluid dynamics problems☆280Jan 28, 2021Updated 5 years ago
- A Physics-Informed Neural Network for solving Burgers' equation.☆33Apr 14, 2024Updated 2 years ago
- Physics-Informed Neural networks for Advanced modeling☆758Jun 11, 2026Updated last week
- Code accompanying my blog post: So, what is a physics-informed neural network?☆675Mar 22, 2022Updated 4 years ago
- Deep learning library for solving differential equations on top of PyTorch.☆63Jul 30, 2020Updated 5 years ago
- Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated s…☆1,199Updated this week
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆88Aug 13, 2021Updated 4 years ago
- This is the official implementation of "Deep Fuzzy Physics-Informed Neural Networks for Forward and Inverse PDE Problems" (Neural Network…☆28Oct 14, 2025Updated 8 months ago
- A Deep Learning Approach to Solving PDEs: Implementing Neural Networks with Pytorch and Jax☆10Apr 27, 2023Updated 3 years ago
- A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks☆107Oct 24, 2022Updated 3 years ago
- Basic implementation of physics-informed neural network with pytorch.☆100Sep 26, 2022Updated 3 years ago
- IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.☆248Oct 21, 2024Updated last year
- codes for PINNs☆12Mar 11, 2021Updated 5 years ago