zhaoxiaoyu1995 / fpn_HSL-TFPLinks
A Surrogate Model with Data Augmentation and Deep Transfer Learning for Temperature Field Prediction of Heat Source Layout
☆10Updated 5 years ago
Alternatives and similar repositories for fpn_HSL-TFP
Users that are interested in fpn_HSL-TFP are comparing it to the libraries listed below
Sorting:
- Implementation of physics-informed PointNet (PIPN) for weakly-supervised learning of incompressible flows and thermal fields on irregular…☆13Updated 7 months ago
- This repo contains a PyTorch-based AE-ConvLSTM model for fluid flow prediction. It can forecast 5–10 time steps per forward pass and over…☆27Updated 7 months ago
- In recent years, the use of physics-informed neural networks (PINNs) has gained popularity across several engineering disciplines due to …☆11Updated 2 months ago
- ☆11Updated 2 years ago
- A Deep Learning based Approach to Reduced Order Modeling for Turbulent Flow Control using LSTM Neural Networks. arXiv:1804.09269☆45Updated 7 years ago
- 🌌 Applications of Physics-Informed ML: A collection of notebooks from my Masters research, exploring how machine learning can solve scie…☆11Updated last year
- ☆27Updated 2 years ago
- In his project, we proposed a new acquisition function for kriging-based reliability analysis, namely expected uncertainty reduction (EUR…☆12Updated 3 years ago
- An automatic knowledge embedding framework for scientific machine learning☆23Updated 3 years ago
- Efficiently solve the 2D heat equation using a Physics-Informed Neural Network (PINN). Simulate and predict temperature distributions wit…☆11Updated 2 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆19Updated 2 months ago
- Physics-guided Convolutional Neural Network☆68Updated 5 years ago
- Boosting the training of physics informed neural networks with transfer learning☆27Updated 4 years ago
- FEM enhanced neural network☆20Updated 3 years ago
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆51Updated 4 years ago
- This repository contains the simple source codes of "Convolutional neural network and long short-term memory based reduced order surrogat…☆15Updated 4 years ago
- Gradient-based adaptive sampling algorithms for self-supervising PINNs☆28Updated 2 years ago
- 这是一个基于 Python 有限元理论,算法与应用的仓库☆14Updated 6 years ago
- POD-PINN code and manuscript☆57Updated last year
- Codes for various problems solved using Finite Difference Method and Finite Volume Method.☆12Updated 9 years ago
- Sample codes of CNN-SINDy based reduced-order modeling for fluid flows by Fukami et al., JFM 2021.☆28Updated 4 years ago
- We introduce an innovative physics-informed LSTM framework for metamodeling of nonlinear structural systems with scarce data.☆99Updated 2 years ago
- The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks☆42Updated 3 years ago
- ☆43Updated 2 years ago
- ☆18Updated last year
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆37Updated 2 years ago
- Convolution Neural Network based solution for 2D steady state Navier Stokes equation for submerged badies☆11Updated 4 years ago
- Laminar flow prediction using graph neural networks☆31Updated last year
- ☆40Updated 2 years ago
- Bayesian PINN codes to solve 2D/3D Navier Stokes for wind fields☆11Updated 2 years ago