This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.
☆308Sep 12, 2019Updated 6 years ago
Alternatives and similar repositories for Computational-Fluid-Dynamics-Machine-Learning-Examples
Users that are interested in Computational-Fluid-Dynamics-Machine-Learning-Examples are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Examples of how to use machine learning algorithms in computational fluid dynamics.☆274Aug 26, 2022Updated 4 years ago
- compressing physics with neural networks☆160Jul 10, 2018Updated 8 years ago
- A Tensorflow re-implementation of the paper Convolutional Neural Networks for Steady Flow Approximation☆170Oct 2, 2018Updated 7 years ago
- A list of papers relating Computational Physics and Machine Learning☆142Nov 28, 2018Updated 7 years ago
- A curated list of awesome Machine Learning projects in Fluid Dynamics☆116Aug 4, 2022Updated 4 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning☆351Nov 15, 2022Updated 3 years ago
- Neural Network Based Lattice Boltzmann solver☆26Oct 25, 2018Updated 7 years ago
- Lecture material for machine learning applied to computational fluid mechanics☆477Dec 16, 2025Updated 8 months ago
- DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks☆331Jan 23, 2024Updated 2 years ago
- Curated list for ML in FM☆253May 17, 2026Updated 3 months ago
- Computational fluid dynamics with tensorflow☆46Sep 23, 2023Updated 2 years ago
- A Lattice Boltzmann fluid flow simulation written in Tensorflow.☆131Mar 7, 2018Updated 8 years ago
- Integrating the TensorFlow 1.15 C-API into OpenFOAM 5.0 for data-driven CFD algorithm development☆218Feb 16, 2023Updated 3 years ago
- This repository contains code used to create and train a deep neural network that replicates a RANS solver for aerodynamic prediction ove…☆47Dec 5, 2024Updated last year
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- A Python package for visualising 2D CFD datasets.☆63Sep 15, 2025Updated 11 months ago
- This folder contains a sample code for the use of convolutional neural network for fluid force prediction of bluff body flows.☆37Mar 20, 2019Updated 7 years ago
- Application of Deep Learning to Computational Fluid Dynamics☆21Apr 26, 2019Updated 7 years ago
- Data-driven Reynolds stress modeling with physics-informed machine learning☆98Mar 21, 2019Updated 7 years ago
- RapidCFD is an OpenFOAM fork running fully on CUDA platform. Brought to you by☆413Apr 18, 2025Updated last year
- A sequence of Jupyter notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/☆4,126Mar 19, 2024Updated 2 years ago
- FSI simulations using OpenFOAM☆12Jul 10, 2020Updated 6 years ago
- Deep Learning of Vortex Induced Vibrations☆102Feb 21, 2020Updated 6 years ago
- GPU-accelerated particle tracking for OpenFOAM☆27Aug 12, 2022Updated 4 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.
- PyAero is an open-source airfoil contour analysis and CFD meshing tool.☆247Apr 3, 2026Updated 5 months ago
- Computational Fluid Dynamics in JAX☆962Jul 8, 2026Updated last month
- Introduction to Computational Fluid Dynamics at the University of Vermont☆18Jun 16, 2024Updated 2 years ago
- Blog about ML and CFD☆10Aug 4, 2026Updated last month
- Sample codes for CFD courses☆68Jan 4, 2015Updated 11 years ago
- code for performing active flow control of the 2D Karman street using Deep Reinforcement Learning☆188Jul 27, 2023Updated 3 years ago
- Introduces basic C++ concepts to beginner users of the OpenFOAM open-source CFD libraries.☆1,012Aug 5, 2021Updated 5 years ago
- The Large-Eddy Simulation framework from the Turbulence Research Group at Johns Hopkins University☆152Jan 29, 2021Updated 5 years ago
- Deep Learning based method to try and learn the problem of inverse Navier Stokes and model the flow for an oscillating airfoil.☆24Jun 7, 2020Updated 6 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- All the code available to reproduce the paper "Deep Learning Surrogate of Computational Fluid Dynamics for Thrombus Formation Risk in the…☆13Nov 7, 2019Updated 6 years ago
- OpenFOAM cases and notes☆175Feb 12, 2023Updated 3 years ago
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆62Jan 11, 2021Updated 5 years ago
- CFD codes written based on examples in various books like Patnakar, Versteeg etc☆56Jun 23, 2020Updated 6 years ago
- Various cases for openfoam☆46Nov 24, 2020Updated 5 years ago
- OpenFOAM examples for data-driven ML and ROM☆19Jul 25, 2023Updated 3 years ago
- ☆371Jan 26, 2024Updated 2 years ago