hsbhc / AMAW-PINN
Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting
☆27Updated last year
Alternatives and similar repositories for AMAW-PINN:
Users that are interested in AMAW-PINN are comparing it to the libraries listed below
- POD-PINN code and manuscript☆48Updated 4 months ago
- Gradient-based adaptive sampling algorithms for self-supervising PINNs☆24Updated last year
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆68Updated 11 months ago
- A collection of Jupyter notebooks providing tutorials on reduced order modeling techniques like DeepONet, FNO, DL-ROM, and POD-DL-ROM. Ea…☆22Updated 2 months ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆28Updated 3 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆27Updated last year
- Official implementation of "PhyGNNet: Solving spatiotemporal PDEs with Physics-informed Graph Neural Network"☆41Updated last year
- Pytorch implementation of Bayesian physics-informed neural networks☆55Updated 3 years ago
- Original implementation of fast PINN optimization with RBA weights☆49Updated 5 months ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆22Updated 2 years ago
- Non-adaptive and residual-based adaptive sampling for PINNs☆65Updated 2 years ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆51Updated 4 years ago
- Physics-informed radial basis network☆30Updated 10 months ago
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆47Updated 2 years ago
- ☆35Updated 2 years ago
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆16Updated 2 years ago
- Basic implementation of physics-informed neural network with pytorch.☆63Updated 2 years ago
- ☆44Updated 3 months ago
- Physics-guided neural network framework for elastic plates☆36Updated 2 years ago
- PINN in solving Navier–Stokes equation☆93Updated 4 years ago
- ☆18Updated last year
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆14Updated last year
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆26Updated last year
- This repository contains the code and models for our paper "Investigating and Mitigating Failure Modes in Physics-informed Neural Network…☆17Updated last year
- Physics-informed neural networks for two-phase flow problems☆52Updated 2 years ago
- ☆23Updated 2 years ago
- ☆24Updated 2 months ago
- The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks☆32Updated 2 years ago
- Boosting the training of physics informed neural networks with transfer learning☆26Updated 3 years ago
- Physics Informed Neural Networks: a starting step for CFD specialists☆29Updated 2 years ago