Implementing physics informed neural networks (PINN) in PyTorch to solve turbulent flows using the Navier-Stokes equations
☆29May 17, 2024Updated 2 years ago
Alternatives and similar repositories for PINN_navier_stokes
Users that are interested in PINN_navier_stokes are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Dynamic weight strategy of physics-informed neural networks for the 2D Navier-Stokes equations☆14Sep 1, 2022Updated 3 years ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆44Jun 24, 2022Updated 4 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆205Apr 7, 2024Updated 2 years ago
- Physics-informed neural networks for highly compressible flows 🧠🌊☆30Nov 26, 2023Updated 2 years ago
- PINN in solving Navier–Stokes equation☆134Jun 7, 2020Updated 6 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.
- PINNs for 2D Incompressible Navier-Stokes Equation☆63May 16, 2024Updated 2 years ago
- Physics informed neural network (PINN) for the 1D Heat equation☆23Nov 9, 2023Updated 2 years ago
- This repository contains the MATLAB implementation of popular numerical methods in Computation Fluid dynamics. Starting from simple meth…☆11Dec 3, 2021Updated 4 years ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆98Apr 4, 2024Updated 2 years ago
- Hidden Fluid Mechanics in PyTorch☆22Nov 6, 2023Updated 2 years ago
- Python script solving the Burgers' equation (équation de Burgers) 1D by using FFT pseudo-spectral method.☆31Jul 25, 2021Updated 5 years ago
- Physics-informed neural networks for two-phase flow problems☆77Oct 2, 2025Updated 9 months ago
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆145Oct 24, 2025Updated 9 months ago
- Implementation of PINNs for burger's and Navier-Stokes equation with PyTorch☆11May 23, 2024Updated 2 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Burgers equation solved by PINN in PyTorch☆25Oct 1, 2021Updated 4 years ago
- This repo contains the code for solving Poisson Equation using Physics Informed Neural Networks☆21Jun 11, 2022Updated 4 years ago
- ☆14Dec 9, 2024Updated last year
- Use of Turbulence Model (Spalart-Allmaras) with PINNs for mean flow reconstruction☆13Mar 13, 2024Updated 2 years ago
- Discontinuity Computing Using Physics-Informed Neural Network☆29Apr 20, 2024Updated 2 years ago
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆34Aug 11, 2023Updated 2 years ago
- ☆17Apr 18, 2024Updated 2 years ago
- The AirfRANS dataset makes available numerical resolutions of the incompressible Reynolds-Averaged Navier–Stokes (RANS) equations over th…☆20Jan 9, 2025Updated last year
- Examples of using MATLAB, Symbolic Math Toolbox, Partial Differential Equation Toolbox, and Simscape Fluids for solving canonical problem…☆14Mar 4, 2025Updated last year
- 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.
- ☆206Mar 16, 2023Updated 3 years ago
- 2D Stable Fluids & 3D Stable Fluids using the Fast Fourier Transformation implemented efficiently in Julia.☆16Jan 29, 2022Updated 4 years ago
- Physics-informed neural network for solving fluid dynamics problems☆284Jan 28, 2021Updated 5 years ago
- Official implementation of *A Unified Hard-Constraint Framework for Solving Geometrically Complex PDEs*☆20Mar 4, 2023Updated 3 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆24Nov 29, 2022Updated 3 years ago
- PINN_Platform_Backend☆11Dec 6, 2023Updated 2 years ago
- 区块链-默克尔树算法python实现☆11May 2, 2018Updated 8 years ago
- Implementations and continuation of some standard computational fluid dynamics problems using the finite volume method☆11Apr 4, 2026Updated 3 months ago
- This Python script solves the Navier-Stokes equations using Physics-Informed Neural Network. This approach enables the modeling of fluid …☆17Mar 19, 2024Updated 2 years 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.
- PINNs-MPF is a comprehensive framework designed for simulating interface dynamics using Physics-Informed Neural Networks (PINNs). Leverag…☆23Jul 17, 2026Updated last week
- Spectral solution for 2D Navier-Stokes equations☆15Nov 8, 2016Updated 9 years ago
- Python implementation of a 2D Smoothed Particle Hydrodynamics (SPH) simulation for simulating fluid behavior in a dam break scenario.☆12Aug 10, 2023Updated 2 years ago
- Project: Efficient upscaling of geologic model based on theory-guided encoder-decoder☆12Jun 23, 2021Updated 5 years ago
- TensorFlow PINN study for a couple of Fokker-Planck equations.☆13Jun 23, 2022Updated 4 years ago
- 🌌 Applications of Physics-Informed ML: A collection of notebooks from my Masters research, exploring how machine learning can solve scie…☆12Apr 29, 2026Updated 2 months ago
- Application of a Physics Informed Neural Network to a two phase flow in porous media problem☆28Oct 11, 2019Updated 6 years ago