The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks
☆43Sep 18, 2022Updated 3 years ago
Alternatives and similar repositories for PINN_TFI-HSS
Users that are interested in PINN_TFI-HSS are comparing it to the libraries listed below
Sorting:
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆14Jul 27, 2022Updated 3 years ago
- PINN for heat transfer problems☆24Jun 23, 2021Updated 4 years ago
- This is a PINN based approach in solving high temperature heat transfer equations in manufacturing industries, with a focus on reducing t…☆21Jun 26, 2024Updated last year
- Efficiently solve the 2D heat equation using a Physics-Informed Neural Network (PINN). Simulate and predict temperature distributions wit…☆11Dec 15, 2023Updated 2 years ago
- Physics informed neural network (PINN) for the 1D Heat equation☆22Nov 9, 2023Updated 2 years ago
- ☆12Jan 6, 2023Updated 3 years ago
- PINN (Physics-Informed Neural Networks) for the 2D heat equation☆15Nov 12, 2025Updated 3 months ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆172Aug 31, 2025Updated 6 months ago
- Soving heat transfer problems using PINN with tf2.0☆21Jun 27, 2021Updated 4 years ago
- Physics Informed Neural Network for solving 3D transient heat transfer☆14Apr 28, 2024Updated last year
- ☆32Oct 28, 2024Updated last year
- Leaning Proper Orthogonal Decomposition coefficients using Deep Neural Networks.☆10Dec 4, 2019Updated 6 years ago
- Heat Equation FEM and PINN solver☆10Apr 24, 2022Updated 3 years ago
- In recent years, the use of physics-informed neural networks (PINNs) has gained popularity across several engineering disciplines due to …☆11Nov 23, 2025Updated 3 months ago
- This Python script solves the Navier-Stokes equations using Physics-Informed Neural Network. This approach enables the modeling of fluid …☆16Mar 19, 2024Updated last year
- ☆14Dec 12, 2022Updated 3 years ago
- Notebooks repository for "Laplace HypoPINN: Physics-Informed Neural Network for hypocenter localization and its predictive uncertainty"☆13Sep 11, 2022Updated 3 years ago
- Gradient-based adaptive sampling algorithms for self-supervising PINNs☆28May 8, 2023Updated 2 years ago
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Feb 20, 2026Updated 2 weeks ago
- Code and datasets for paper "Assessing Weighted Physics Informed Neural Networks in Ocean Modelling"☆12Dec 9, 2022Updated 3 years ago
- An implementation of Physics-Informed Neural Networks (PINNs) to solve various forward and inverse problems for the 1 dimensional wave eq…☆45Sep 21, 2022Updated 3 years ago
- Code for reproducing the paper: RANG: A Residual-based Adaptive Node Generation Method for Physics-Informed Neural Networks☆16May 2, 2022Updated 3 years ago
- 一个简易的模块化物理信息神经网络实现(PINN)☆53Nov 17, 2025Updated 3 months ago
- Pytorch implementation of Bayesian physics-informed neural networks☆72Sep 13, 2021Updated 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…☆25Aug 3, 2024Updated last year
- This is the supporting material for the tutorial on fibre based hyperelasticity using a local coordinate basis in Abaqus☆20Nov 18, 2019Updated 6 years ago
- Physics-informed neural network trained to provide the evolution of lithium concentration in active material particles in both electrodes…☆21Apr 30, 2024Updated last year
- ☆26Oct 15, 2020Updated 5 years ago
- Source code for paper "Learning spatiotemporal dynamics with a pretrained generative model" in Nature Machine Intelligence☆61Apr 9, 2025Updated 11 months ago
- Python tools for non-intrusive reduced order modeling☆21Jan 31, 2026Updated last month
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆19Jun 27, 2022Updated 3 years ago
- A Python module that implements tools for the simulation and identification of random fields using the Karhunen-Loeve expansion represent…☆24Jun 21, 2016Updated 9 years ago
- POD-PINN code and manuscript☆58Nov 10, 2024Updated last year
- This is the code of my master thesis.☆189Feb 7, 2026Updated last month
- This library has a lot of Fortran Routines for model implicit material constitutive behavior. There are implementation of Neo-Hooken, Odg…☆26May 20, 2017Updated 8 years ago
- FEniCS mechanics: A package for continuum mechanics simulations. To cite this software publication: https://www.sciencedirect.com/science…☆21Apr 18, 2019Updated 6 years ago
- Must-read Papers on Physics-Informed Neural Networks.☆1,434Dec 8, 2023Updated 2 years ago
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆51Sep 12, 2021Updated 4 years ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆25May 27, 2025Updated 9 months ago