physics-informed-neural-networks 开源项目推荐（809 个）

pdebench /PDEBench

PDEBench: An Extensive Benchmark for Scientific Machine Learning

rezaakb /pinns-torch

PINNs-Torch，在PyTorch中实现的基于物理的神经网络（PINN）。

PINA-org /PINA

Physics-Informed Neural networks for Advanced modeling

NeuroDiffGym /neurodiffeq

A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.

benmoseley /harmonic-oscillator-pinn

Code accompanying my blog post: So, what is a physics-informed neural network?

benmoseley /FBPINNs

Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)

nanditadoloi /PINN

物理知情神经网络（PINN）的简单PyTorch实现

openhackathons-org /End-to-End-AI-for-Science

This repository containts materials for End-to-End AI for Science

idrl-lab /idrlnet

IDRLnet，一个Python工具箱，用于通过物理知情神经网络（PINN）系统地建模和解决问题。

alexpapados /Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics

利用物理知情深度学习（PIDL）技术（W-PINNs-DE 和 W-PINNs）求解正向和逆流体动力激波管问题以及平面应力线性弹性边界值问题

ucl-bug /jwave

A JAX-based research framework for differentiable and parallelizable acoustic simulations, on CPU, GPUs and TPUs

Shengfeng233 /PINN-for-NS-equation

A pytorch implementaion of physics informed neural networks for two dimensional NS equation

IBM /simulai

A toolkit with data-driven pipelines for physics-informed machine learning.

314arhaam /heat-pinn

A Physics-Informed Neural Network to solve 2D steady-state heat equations.

jbramburger /DataDrivenDynSyst

Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems

rezaakb /pinns-tf2

PINNs-TF2，物理知情神经网络（PINNs），在TensorFlow V2中实现。

benmoseley /harmonic-oscillator-pinn-workshop

使用谐振子的PINN入门研讨会

XinyuanLiao /AttnPINN-for-RUL-Estimation

A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks

AI-in-Transportation-Lab /awesome-pinns

这是一个精心策划的高质量图书馆、项目、教程、研究论文及其他重要资源合集，聚焦于物理知情机器学习（PIML）和物理知情神经网络（PINN）。

xgxgnpu /Physics-informed-vibe-coding

首个科学机器学习（PIN、PIELM、RFM、神经算子）开源仓库，通过Vibe Coding。带有中文教程的JAX-GPU实现。首个采用 Vibe Coding 进行科学机器学习研究的开源仓库。