ZzYyPp47 / Solving_Allen-Cahn_with_Adaptive_PINNLinks
复现CICP论文提出的几种改进PINN性能的方法
☆22Updated 6 months ago
Alternatives and similar repositories for Solving_Allen-Cahn_with_Adaptive_PINN
Users that are interested in Solving_Allen-Cahn_with_Adaptive_PINN are comparing it to the libraries listed below
Sorting:
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆30Updated 2 years ago
- Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting☆38Updated 2 years ago
- The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks☆42Updated 3 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆29Updated 2 years ago
- A-PINN: Auxiliary physics informed neural networks for forward and inverse problems of nonlinear integro-differential equations☆23Updated 3 years ago
- A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks☆97Updated 3 years ago
- DeepXDE and PINN☆146Updated 3 years ago
- ☆51Updated 3 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆185Updated last year
- 一个简易的模块化物理信息神经网络实现(PINN)☆50Updated 2 months ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆59Updated last year
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆90Updated last year
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆60Updated 5 years ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆38Updated 3 years ago
- Basic implementation of physics-informed neural network with pytorch.☆85Updated 3 years ago
- Gradient-based adaptive sampling algorithms for self-supervising PINNs☆28Updated 2 years ago
- PINN program for computational mechanics☆130Updated last year
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆83Updated 4 years ago
- This repository contains the Python code for the paper "Transfer learning-based PINN model of 3D temperature field prediction for blue la…☆24Updated last year
- This is the code of my master thesis.☆176Updated 9 months ago
- Physics-Informed Neural Network☆93Updated last year
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆51Updated 4 years ago
- PINN in solving Navier–Stokes equation☆124Updated 5 years ago
- We introduce an innovative physics-informed LSTM framework for metamodeling of nonlinear structural systems with scarce data.☆98Updated 2 years ago
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆19Updated 3 years ago
- Implementation of PINNs in TensorFlow 2☆81Updated last month
- Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems☆107Updated 3 years ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆14Updated 3 years ago
- physics-informed neural network for elastodynamics problem☆152Updated 4 years ago
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆34Updated 2 years ago