Physics-Informed Neural Networks: Forward/Inverse Modeling of Partial Differential Equations
☆23Jun 10, 2026Updated 2 months ago
Alternatives and similar repositories for PINNResearch
Users that are interested in PINNResearch are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- SE-PINN: Solving the Schrödinger Equation via Physics-Informed Machine Learning☆11Dec 17, 2025Updated 8 months ago
- Physics-informed deep learning for structural dynamics under moving load☆22Oct 4, 2024Updated last year
- Solving High Frequency and Multi-Scale PDEs with Gaussian Processes (ICLR 2024)☆26Jun 7, 2024Updated 2 years ago
- This repository hosts a PyTorch implementation for the paper 'Solving Fokker-Planck equation using deep learning '☆12Nov 27, 2020Updated 5 years ago
- TensorFlow PINN study for a couple of Fokker-Planck equations.☆13Jun 23, 2022Updated 4 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.
- This repository provides a PyTorch implementation of the physics informed neural networks by M.Raissi et al.☆11Aug 9, 2021Updated 5 years ago
- ☆15Mar 13, 2026Updated 5 months ago
- ☆14Aug 22, 2025Updated last year
- This is the code of the Deep neural Operator for Free Boundary Problems☆16Mar 22, 2026Updated 5 months ago
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆70Updated this week
- physics-informed neural network and inverse physics-informed neural network☆17Jul 9, 2023Updated 3 years ago
- Holding opensource codes about research projects related with ML+numerical methods☆12May 11, 2025Updated last year
- Non-linear Schrodinger Equation Solver☆13Jul 21, 2026Updated last month
- Misc python scripts for ANSYS Mechanical☆14Sep 12, 2023Updated 2 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.
- The first open-source repository for Scientific Machine Learning (PINNs, PIELM, RFM, Neural Operators) via Vibe Coding. JAX-GPU implement…☆124Jul 21, 2026Updated last month
- An example of using VTKPlotter to create a 3D geologic model that you can then post in a website☆12May 23, 2021Updated 5 years ago
- PINNs with irreversible constraints.☆17Jun 10, 2026Updated 2 months ago
- A nearest neighbor multiple-point statistics method for fast geological modeling☆11Jan 25, 2022Updated 4 years ago
- Notebooks repository for "Laplace HypoPINN: Physics-Informed Neural Network for hypocenter localization and its predictive uncertainty"☆17Sep 11, 2022Updated 3 years ago
- Deep Learning for Solving Differential Equations (Educational)☆20Nov 30, 2023Updated 2 years ago
- repository for SUBSLIDE 'Submarine Landslides and their impacts on Offshore Infrastructures' funded by Marie Skłodowska-Curie Individual …☆15Aug 1, 2024Updated 2 years ago
- Implicit neural representations for strong lensing source reconstruction. Code repository associated with https://arxiv.org/abs/2206.1482…☆12Feb 26, 2023Updated 3 years ago
- Segment Anything in Defect Detection☆23Jun 2, 2024Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Physics-informed radial basis network☆43May 20, 2024Updated 2 years ago
- Deep Learning earthquake early warning system☆12Jul 22, 2024Updated 2 years ago
- ☆19Jul 9, 2025Updated last year
- Materials for workshops organised by the Center4ML at the University of Warsaw☆19May 20, 2024Updated 2 years ago
- Numerical algorithms that solve shallow water PDEs on a 2D plane (using finite different method).☆10Jul 11, 2022Updated 4 years ago
- Open source library for creating torsional finite element models☆28Feb 25, 2026Updated 6 months ago
- Deep finite volume method☆23Jun 26, 2024Updated 2 years ago
- Physics-constrained deep learning postprocessing of temperature and humidity☆12May 10, 2023Updated 3 years ago
- Earthquake prediction using LSTMs☆10Apr 8, 2017Updated 9 years 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.
- some methods about automated thermography defects detection☆21Nov 16, 2023Updated 2 years ago
- DeepXDE and PINN☆155May 20, 2022Updated 4 years ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆185May 30, 2026Updated 3 months ago
- This repository presents a series of analysis on the performance of Physics-Informed Neural Networks in vibrational systems. The limitati…☆14Apr 15, 2023Updated 3 years ago
- SCALODEEP: Deep Learning Framework for Earthquake Signal Detection☆13Jan 25, 2022Updated 4 years ago
- Tools for generating cubed sphere grids and solving partial differential equations on the sphere.☆15Jan 20, 2026Updated 7 months ago
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆298Oct 12, 2021Updated 4 years ago