一个简易的模块化物理信息神经网络实现(PINN)
☆58Nov 17, 2025Updated 9 months ago
Alternatives and similar repositories for PINN
Users that are interested in PINN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 复现CICP论文提出的几种改进PINN性能的方法☆27Jul 2, 2025Updated last year
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆34Aug 11, 2023Updated 3 years ago
- ☆12Apr 7, 2022Updated 4 years ago
- ☆16Oct 29, 2023Updated 2 years ago
- Original implementation of fast PINN optimization with RBA weights☆77Sep 11, 2025Updated 11 months ago
- 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.
- code☆20Sep 8, 2023Updated 2 years ago
- Physics-informed neural networks for studying heat transfer in porous media☆21Jun 13, 2025Updated last year
- PINNs-MPF is a comprehensive framework designed for simulating interface dynamics using Physics-Informed Neural Networks (PINNs). Leverag…☆23Updated this week
- Physics Informed Neural Network for solving 3D transient heat transfer☆16Apr 29, 2026Updated 4 months ago
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆58Nov 20, 2022Updated 3 years ago
- ☆63May 22, 2024Updated 2 years ago
- PINN Research Benchmark☆15Mar 30, 2026Updated 5 months ago
- ☆40Nov 20, 2023Updated 2 years ago
- 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
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- ☆54Sep 13, 2022Updated 3 years ago
- ☆14Aug 22, 2025Updated last year
- The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks☆44Sep 18, 2022Updated 3 years ago
- Physics-informed deep learning for structural dynamics under moving load☆22Oct 4, 2024Updated last year
- ☆14Dec 6, 2021Updated 4 years ago
- Optimizing Physics-Informed NN using Multi-task Likelihood Loss Balance Algorithm and Adaptive Activation Function Algorithm☆34Jun 2, 2023Updated 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…☆18Jun 23, 2022Updated 4 years ago
- This project is divided in a two parts. In first study, Lame parameters are identified using tanh activation function. After that, six a…☆13Nov 17, 2022Updated 3 years ago
- Project: Efficient upscaling of geologic model based on theory-guided encoder-decoder☆12Jun 23, 2021Updated 5 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Replication with PyTorch of ''Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involv…☆37Jun 1, 2026Updated 3 months ago
- Basic implementation of physics-informed neural network with pytorch.☆102Sep 26, 2022Updated 3 years ago
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆42Jan 18, 2024Updated 2 years ago
- ☆46Mar 4, 2025Updated last year
- Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…☆271Feb 1, 2023Updated 3 years ago
- Use of Turbulence Model (Spalart-Allmaras) with PINNs for mean flow reconstruction☆14Mar 13, 2024Updated 2 years ago
- Probabilistic Finite Volume Method based on Affine Gaussian Process inference☆11Jun 10, 2024Updated 2 years ago
- This repository contains the Python code for the paper "Transfer learning-based PINN model of 3D temperature field prediction for blue la…☆28Aug 3, 2024Updated 2 years ago
- PINNs with irreversible constraints.☆17Jun 10, 2026Updated 2 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆211Apr 7, 2024Updated 2 years ago
- ☆18Oct 23, 2024Updated last year
- Free you from DouBan restrictions☆11Aug 5, 2025Updated last year
- Gradient-based adaptive sampling algorithms for self-supervising PINNs☆29May 8, 2023Updated 3 years ago
- 3D gravity and magnetics modelling☆13Jul 20, 2022Updated 4 years ago
- Thermodynamics tool for H2O, H2, and CO2☆10May 12, 2023Updated 3 years ago
- Based on "Monte Carlo Geometry Processing: A Grid-Free Approach to PDE-Based Methods on Volumetric Domains"☆14Dec 9, 2020Updated 5 years ago