shi-tong / Transfer-learning-based-PINN
This repository contains the Python code for the paper "Transfer learning-based PINN model of 3D temperature field prediction for blue laser-directed energy deposition"
☆12Updated 7 months ago
Alternatives and similar repositories for Transfer-learning-based-PINN:
Users that are interested in Transfer-learning-based-PINN are comparing it to the libraries listed below
- Flow field reconstruction and prediction of the 2D cylinder flow using data-driven physics-informed neural network combined with long sho…☆11Updated 4 months ago
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆15Updated last year
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆12Updated 2 years ago
- Physics-informed deep learning for structural dynamics under moving load☆10Updated 5 months ago
- Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting☆28Updated last year
- The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks☆32Updated 2 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆27Updated last year
- ☆18Updated last year
- 复现CICP论文提出的几种改进PINN性能的方法☆18Updated 11 months ago
- ☆20Updated 5 months ago
- A convolutional neural network for drag prediction in laminar flows☆14Updated 4 years ago
- ☆35Updated 2 years ago
- 一个简易的模块化物理信息神经网络实现(PINN)☆33Updated 6 months ago
- I am doing a surrogate optimization of a transonic airfoil. I am using an artificial neural network as my surrogate model to approximate …☆8Updated 4 years ago
- Physics-informed neural networks for identifying material properties in solid mechanics☆17Updated last year
- Gradient-based adaptive sampling algorithms for self-supervising PINNs☆24Updated last year
- Physcial Informed Extreme Learning Machine(PIELM) method to solve PDEs, such as Possion problem☆13Updated 3 months ago
- Research/development of physics-informed neural networks for dynamic systems☆18Updated 4 months ago
- Physics-informed radial basis network☆30Updated 10 months ago
- A Self-Training Physics-Informed Neural Network for Partial Differential Equations☆21Updated last year
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆28Updated 3 years ago
- Physics-informed neural network for fatigue crack propagation (Paris' law)☆14Updated 3 years ago
- POD-PINN code and manuscript☆49Updated 4 months ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆52Updated 4 years ago
- ☆13Updated 3 months ago
- Physics-guided neural network framework for elastic plates☆37Updated 3 years ago
- FEM enhanced neural network☆15Updated 2 years ago
- Boosting the training of physics informed neural networks with transfer learning☆26Updated 3 years ago
- This is a repository containing the different MATLAB codes and the .mat archives with the data samples that are referenced to within my t…☆14Updated 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