AlirezaSamari / physics-informed-heat-equationView external linksLinks
Efficiently solve the 2D heat equation using a Physics-Informed Neural Network (PINN). Simulate and predict temperature distributions with machine learning and physics-based constraints. Ideal for educational exploration and practical applications.
☆11Dec 15, 2023Updated 2 years ago
Alternatives and similar repositories for physics-informed-heat-equation
Users that are interested in physics-informed-heat-equation are comparing it to the libraries listed below
Sorting:
- Physics Informed Neural Network for solving 3D transient heat transfer☆14Apr 28, 2024Updated last year
- 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
- In this repository we give some basic intuitions of PINNS and how to implement it for heat equation.☆18Mar 27, 2025Updated 10 months ago
- The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks☆43Sep 18, 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 2 months ago
- Heat Equation FEM and PINN solver☆10Apr 24, 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…☆15May 14, 2024Updated last year
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆14Jul 27, 2022Updated 3 years ago
- PINN (Physics-Informed Neural Networks) for the 2D heat equation☆15Nov 12, 2025Updated 3 months ago
- Multivariate Time Series Forecasting with Graph Neural Networks☆14Apr 25, 2022Updated 3 years ago
- Physics-informed neural networks for studying heat transfer in porous media☆19Jun 13, 2025Updated 8 months ago
- This repository contains the Python code for the paper "Transfer learning-based PINN model of 3D temperature field prediction for blue la…☆24Aug 3, 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
- Physics informed neural network (PINN) for the 1D Heat equation☆22Nov 9, 2023Updated 2 years ago
- Thermodynamics tool for H2O, H2, and CO2☆10May 12, 2023Updated 2 years ago
- Code is final 4th year project showing how machine learning can be used to predict the remaining useful life of IGBTs with power systems.☆16Mar 19, 2022Updated 3 years ago
- A Surrogate Model with Data Augmentation and Deep Transfer Learning for Temperature Field Prediction of Heat Source Layout☆10Nov 25, 2020Updated 5 years ago
- Data and code for the paper 'Estimating Battery State-of-Charge within 1% using Machine Learning and Physics-based Models' (SAE'23)☆30Mar 9, 2023Updated 2 years ago
- 电力系统潮流计算程序设计☆14Oct 28, 2020Updated 5 years ago
- 软件测试入门所需的基础知识☆10Jan 18, 2024Updated 2 years ago
- Data Analysis of EV charging Dataset by Elaad NL☆11May 16, 2024Updated last year
- Statistical Mechanics for Chemistry and Biology☆13Updated this week
- Application of Transfer Learning for RUL Prediction☆30Apr 12, 2021Updated 4 years ago
- 一个简易的模块化物理信息神经网络实现(PINN)☆50Nov 17, 2025Updated 2 months ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆172Aug 31, 2025Updated 5 months 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
- Generalized Neural Networks for Real-Time Earthquake Early Warning and Monitoring☆10Jun 26, 2024Updated last year
- ☆17Jan 13, 2025Updated last year
- Animations made by python☆10Jun 19, 2020Updated 5 years ago
- pygame top down shooter☆13Nov 3, 2022Updated 3 years ago
- Official Code for ICML 2024 paper "TENG: Time-Evolving Natural Gradient for Solving PDEs With Deep Neural Nets Toward Machine Precision"☆18Nov 18, 2024Updated last year
- Investigation of Thermal Runaway Models in MCMB Lithium Ion Batteries☆13Aug 27, 2023Updated 2 years ago
- Using the CGCNN transfer learning model to pridict the voltages of many kinds of metal-ion battery electrodes☆11Aug 23, 2022Updated 3 years ago
- E3WS: Earthquake Early Warning starting from 3 seconds of records on a single station with machine learning☆10Nov 26, 2023Updated 2 years ago
- For cool drawings using fourier series☆11Mar 4, 2023Updated 2 years ago
- FE model updating in Python☆11Jul 16, 2021Updated 4 years ago
- go + vue + websocket 音乐播放器和聊天室☆12Mar 27, 2022Updated 3 years ago
- Safe Model-Based RL HVAC Control Using Epistemic Uncertainty Estimation.☆11Feb 25, 2025Updated 11 months ago
- Jupiter notebooks for 3D audio rendering into headphones using head related impulse response data sets.☆11Jul 12, 2019Updated 6 years ago