EhsanGh94 / PINNLinks
Physics-Informed Neural Network
☆89Updated last year
Alternatives and similar repositories for PINN
Users that are interested in PINN are comparing it to the libraries listed below
Sorting:
- A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks☆89Updated 2 years ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆58Updated 4 years ago
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆76Updated 4 years ago
- PINN in solving Navier–Stokes equation☆113Updated 5 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆167Updated last year
- Implementation of PINNs in TensorFlow 2☆81Updated 2 years ago
- A-PINN: Auxiliary physics informed neural networks for forward and inverse problems of nonlinear integro-differential equations☆22Updated 3 years ago
- PINN program for computational mechanics☆121Updated last year
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆52Updated 2 years ago
- physics-informed neural network for elastodynamics problem☆146Updated 3 years ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆31Updated 3 years ago
- This is the code of my master thesis.☆147Updated 5 months ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆84Updated last year
- Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems☆99Updated 3 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆56Updated last year
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆31Updated last year
- Original implementation of fast PINN optimization with RBA weights☆60Updated 3 weeks ago
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆188Updated 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
- Physics-guided neural network framework for elastic plates☆46Updated 3 years ago
- Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting☆37Updated 2 years ago
- ☆47Updated 3 years ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆13Updated 3 years ago
- 2D wave equation simulated by PINN and FDM☆12Updated 3 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆150Updated 5 years ago
- Basic implementation of physics-informed neural network with pytorch.☆79Updated 3 years ago
- DeepXDE and PINN☆128Updated 3 years ago
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆43Updated 3 weeks ago
- Physics-informed neural networks for two-phase flow problems☆68Updated 4 months ago
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆74Updated 2 years ago