# PINNs代码汇总 **Repository Path**: liubotao920/pinns-code-summary ## Basic Information - **Project Name**: PINNs代码汇总 - **Description**: PINNs文章大集合，持续更新汇总。。。 - **Primary Language**: 微信 - **License**: Apache-2.0 - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 15 - **Created**: 2023-12-18 - **Last Updated**: 2023-12-18 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README # 一、有代码 0、[无源项一维波动问题的PINN的Python torch实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485484&idx=1&sn=d34273abae6a65d6ccf82e3d1adad533&chksm=c0c96a53f7bee345f8af9d28352c61e6fe4117497072695a4a604aa4e32ab00fcb2cb0314913&token=1703848188&lang=zh_CN#rd) 1、[物理信息神经网络PINN求解二维Helmholtz方程的Python torch实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485381&idx=1&sn=d597ca7a098deda4d4cce9ded9263779&chksm=c0c965baf7beecac513157380e354fdd63fe6a109139f73ed86f1d1e301b197cb698382214ee&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 2、[Klein-Gordon方程的物理信息神经网络PINN的Python实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485360&idx=1&sn=1c4f8d1f36a193305f8c285815bd8942&chksm=c0c965cff7beecd9c70c25ae7724bdc7ae7c938e98a3430f375e3eb1d6f4926d76ac26f0f443&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 3、[Navier-Stokes方程组-方腔流体问题的PINNs Python实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485208&idx=1&sn=6523f458b9bf70d620bf3c49afeb7942&chksm=c0c96567f7beec71ad9cecb408511e6d92199766b6cfbc071ec291b8a7675090fffa4696eb36&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 4、[关于我复现了2篇使用物理信息神经网络计算热力学正、反相关问题的一些收获](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485441&idx=1&sn=47512b56b9407b53f1e8ac61ba9e6859&chksm=c0c96a7ef7bee368af168e8992d9f3ba518ae4df440f0ec6bac4513d46b33be1edbae9d1f05d&token=1703848188&lang=zh_CN#rd) 5、[基于物理信息神经网络的Burgers-Fisher方程求解方法及其Python代码复现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485080&idx=1&sn=8b62e80d4b061d108271e195adf6f5ec&chksm=c0c964e7f7beedf1b6cb0abd45c761a11f01bc780dffcb99ee522dbe3645c31c86882c71adf5&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 6、[基于物理信息神经网络PINN求解Burger方程python实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485101&idx=1&sn=841eb347d51ce130e2423f940f314fe2&chksm=c0c964d2f7beedc4989f2bc4e1cd83fe9c2510743b9d5220c2b514f471a7089faf78aaf208d5&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 7、[二维的Navier–Stokes方程组的PINN解法](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485174&idx=2&sn=dd40ee65edb6e1892dfe5bc6ce2c343a&chksm=c0c96489f7beed9f01625d2c1fe377f20b816c416c68b3fe8f8c8899012d5ebf227a212c9b22&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 8、[多非常陡峭区域的Allen-Cahn方程的梯度增强物理信息神经网络gPINN Python torch实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485292&idx=1&sn=0b3d019e1a08807354bfe5a41877e31b&chksm=c0c96513f7beec05c055da12adeeffe1e55b3f6f5acf09810f47a974d4af0b24dd86a62cf6db&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 9、[Burgers'方程的参数反演的Python torch实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485323&idx=1&sn=b027876166b0f7d3630a9eec70bcbaeb&chksm=c0c965f4f7beece2bf4b4095acef058ab06e266da21c5a717f46ea8b1288c112ecb5c4f701b4&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 10、[梯度增强物理信息神经网络 (gPINN)求解矩形薄板力学正反问题（附Python代码实现）](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485429&idx=1&sn=12a29da279c3d9a9eb57b8cb7c400b01&chksm=c0c9658af7beec9cf08bac2078266390a2df8d136ff1b111d4aac3a4c7ddde7edb45ebe0e46c&token=1703848188&lang=zh_CN#rd) 11、[基于物理信息神经网络的传热过程物理场代理模型的构建|具有内热源的二维稳态导热方程](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485439&idx=1&sn=479e89381c55bf0ed544bf69d7b17fc7&chksm=c0c96580f7beec965d4a0f8f12110ddf61e97e023cf04d16e1eb0330d8050c84abed35f5e0ba&token=1703848188&lang=zh_CN#rd) 12、[平板间的二维稳态对流传热方程的软物理信息神经网络（软PINN）Python torch实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485459&idx=1&sn=9a89177be3dd1a2d89a644813d754ef8&chksm=c0c96a6cf7bee37a24f8e5d953089ba11af300c39a198223971eddca97e685b74434063605f2&token=1703848188&lang=zh_CN#rd) 13、[二维的Navier–Stokes方程组反演的物理信息神经网络PINN的Python实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485582&idx=1&sn=8fdd99abf8d2cf92d94e8e68bb489cba&chksm=c0c96af1f7bee3e7d66bcd02e5846df0b94b71d9d101375907c1011da2f794677ca9b3680d71&token=1703848188&lang=zh_CN#rd) 14、[2D非稳态导热问题的物理信息神经网络PINNs求解的Python torch实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485506&idx=1&sn=b5e73b6d9fa42509ee1382d79ece13aa&chksm=c0c96a3df7bee32ba35001a92916914f9ced13320fabbea21f8f5118219170b14b7db620dd70&token=1703848188&lang=zh_CN#rd) 15、[泊松方程的物理信息神经网络PINN解法(MATLAB版本)](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485550&idx=1&sn=f0cf6d9867272bb74d8f72ddb28cc90b&chksm=c0c96a11f7bee307b3cbe322c63c72ebb727ec02eb619ef86a3eaa168438b77be44f40d67bcc&token=1703848188&lang=zh_CN#rd) 16、[基于物理信息神经网络PINN求解Burger'方程MATLAB实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485554&idx=1&sn=db019b5641c760f5845568fc58f34e2c&chksm=c0c96a0df7bee31b54bd40b8598653584172c0143d30544bf00d9ed6c50540d2daeb2960267a&token=1703848188&lang=zh_CN#rd) 17、[复现《区域压缩 PINN 算法在双曲守恒律方程求解中的应用》的Python torch实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485589&idx=1&sn=047e4b6811d859040e14e0c42f89585e&chksm=c0c96aeaf7bee3fc49172b90888a533574d0624843e3b6ce4c4153d5430c2703098432b0e68b&token=1703848188&lang=zh_CN#rd) 18、[复现《TaylorPINN 在2D Helmholtz方程的解法》Python torch实现](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485636&idx=1&sn=1640c2362962c4c57e80574226e88d93&chksm=c0c96abbf7bee3ade3c1520d556e0301db08b0282623abdd8cf703e0342cd59647d792841fb7&token=838644346&lang=zh_CN#rd) # 二、理论（无代码） 1、[物理信息神经网络CS-PINN与龙格-库塔物理信息神经网络RK-PINN（理论篇）](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485196&idx=1&sn=f2893b5299b63da37838d7e5fded2949&chksm=c0c96573f7beec659e46990af248f6524349b0e3a5d4ae25b2dedc57279b5159e2721df37143&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 2、[基于泰勒展开改进的物理信息神经网络TaylorPINN](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485335&idx=1&sn=828a0d40d5f0522181828236a0d18eb1&chksm=c0c965e8f7beecfe39c2b3a380e7fcf23cc2abbb945abd7bbfbf3a0cf3410ef38da7841973a1&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 3、[关于我复现了2篇使用物理信息神经网络计算热力学正、反相关问题的一些收获](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485208&idx=7&sn=9e94fccc19b61007f33cd6f899136c97&chksm=c0c96567f7beec71f6393c677009f402d21a196c21cb53881dffe70172116108d951c4d54c75&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 4、[什么是物理信息神经网络(PINN)?](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485248&idx=1&sn=31c327587ad259a5e7140f388ed86057&chksm=c0c9653ff7beec29110dfb8cf9b5fd32a05ce51a413a9bb2eacb3520d243b7d6707f4e6b11a5&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 5、[还不交叉物理信息神经网络PINNs，你在等啥？](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485232&idx=1&sn=4bd1784fd7986062e2b98bce6fca8758&chksm=c0c9654ff7beec59d6516694d89ed21e7c816412eee7f154d3ab3e6f7eb1c5f98b6dd9b3a980&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 6、[物理信息神经网络PINNs的正确使用方式-Debug的一天](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485219&idx=1&sn=62ff1e4c52c9f90ee910458ff37ee8c3&chksm=c0c9655cf7beec4a788d5050a7b731b59e5cee403868d6b15fcbcd4537aa1fd9f62026268926&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 7、[梯度增强物理信息神经网络gPINN](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485263&idx=1&sn=77bebcee6bbbb1d18c169761f36cb9f6&chksm=c0c96530f7beec26c85fcce2769ef342cee3ffd9b1e51d5c920b349394e7c36ab84d95543b1b&scene=21&token=1703848188&lang=zh_CN#wechat_redirect) 8、[区域压缩物理信息神经网络 RCPINN 算法](https://mp.weixin.qq.com/s?__biz=MzkwODU1NjA0OA==&mid=2247485517&idx=1&sn=c88c5b1cc52410ac3b0cc3a874dcd3e0&chksm=c0c96a32f7bee3240bac76f16c25562bfadf72289871df8acacb06da620fc5486e0d311fbdda&token=1703848188&lang=zh_CN#rd) ![](./img/小号.jpg)