In this repository we give some basic intuitions of PINNS and how to implement it for heat equation.
☆19Mar 27, 2025Updated last year
Alternatives and similar repositories for pinns_heat
Users that are interested in pinns_heat are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 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
- Heat Equation FEM and PINN solver☆10Apr 24, 2022Updated 4 years ago
- Physics Informed Neural Network for solving 3D transient heat transfer☆15Apr 29, 2026Updated last week
- A repository for solving heat equation in a rectangular fin with Physics Informed Neural Networks and Surrogate Models.☆13Dec 12, 2022Updated 3 years ago
- About Partial Differential Equations (PDEs) of 2D Heat Transfer is solved by Physic-Informed Neural Network (PINN), while time is discret…☆14May 14, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- PINN for heat transfer problems☆25Jun 23, 2021Updated 4 years ago
- Physics-informed neural networks for studying heat transfer in porous media☆21Jun 13, 2025Updated 10 months ago
- PINN Research Benchmark☆15Mar 30, 2026Updated last month
- This is a PINN based approach in solving high temperature heat transfer equations in manufacturing industries, with a focus on reducing t…☆22Jun 26, 2024Updated last year
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆19Jun 27, 2022Updated 3 years ago
- ☆15Nov 18, 2024Updated last year
- Physics informed neural network (PINN) for the 1D Heat equation☆23Nov 9, 2023Updated 2 years ago
- Code accompanying "Inverse-Dirichlet Weighting Enables Reliable Training of Physics Informed Neural Networks", Maddu et al., 2021☆14Nov 3, 2021Updated 4 years ago
- After reading the paper Physics-informed neural networks(https://www.sciencedirect.com/science/article/pii/S0021999118307125), I tried to…☆12Jan 27, 2022Updated 4 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- The MegaFlow2D dataset package☆24Sep 21, 2023Updated 2 years ago
- Solving PDEs with quantum algorithms: A tutorial at IEEE QCE 2023☆24Sep 26, 2023Updated 2 years ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆175Aug 31, 2025Updated 8 months ago
- ☆26Jul 10, 2025Updated 9 months ago
- Holding opensource codes about research projects related with ML+numerical methods☆12May 11, 2025Updated 11 months ago
- In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …☆28Aug 2, 2018Updated 7 years ago
- Tutorial Files for OpenFoam Heat Transfer☆17Aug 25, 2020Updated 5 years ago
- 職務経歴書☆18Mar 20, 2026Updated last month
- ☆11Aug 30, 2023Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Research/development of physics-informed neural networks for dynamic systems☆33Nov 25, 2024Updated last year
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆13Jul 27, 2022Updated 3 years ago
- Competitive Physics Informed Networks☆31Sep 21, 2024Updated last year
- This is my first C library.☆16Aug 10, 2021Updated 4 years ago
- machine learning-accelerated computational fluid dynamics☆21Jan 12, 2022Updated 4 years ago
- ETH Zürich AI in the Sciences and Engineering Master's course 2024☆49Jul 24, 2024Updated last year
- Convection-diffusion phase change solver for OpenFOAM 5.0☆17Nov 22, 2017Updated 8 years ago
- ☆12Aug 22, 2025Updated 8 months ago
- This project shows how to create a compilation project for MFront properties, behaviours and models☆24Apr 29, 2026Updated last week
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆47May 18, 2022Updated 3 years ago
- ☆26Oct 15, 2020Updated 5 years ago
- This repository contains the Python code for the paper "Transfer learning-based PINN model of 3D temperature field prediction for blue la…☆26Aug 3, 2024Updated last year
- Finite element analysis of steady state 2D heat transfer problems. Heat transfer occurs when there is a temperature difference within a b…☆25Nov 26, 2023Updated 2 years ago
- Theory-guided physics-informed neural networks for boundary layer problems with singular perturbation☆23Nov 8, 2022Updated 3 years ago
- 3D-ICE Official github repository☆37Dec 5, 2025Updated 5 months ago
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago