This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.
☆303Sep 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.☆269Aug 26, 2022Updated 3 years ago
- compressing physics with neural networks☆159Jul 10, 2018Updated 7 years ago
- A Tensorflow re-implementation of the paper Convolutional Neural Networks for Steady Flow Approximation☆168Oct 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☆111Aug 4, 2022Updated 3 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.
- A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning☆342Nov 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☆444Dec 16, 2025Updated 3 months ago
- DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks☆316Jan 23, 2024Updated 2 years ago
- Computational fluid dynamics with tensorflow☆47Sep 23, 2023Updated 2 years ago
- Curated list for ML in FM☆241Sep 6, 2025Updated 7 months ago
- A Lattice Boltzmann fluid flow simulation written in Tensorflow.☆129Mar 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…☆45Dec 5, 2024Updated last year
- Deploy open-source AI quickly and easily - Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- A Python package for visualising 2D CFD datasets.☆62Sep 15, 2025Updated 6 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 6 years ago
- Data-driven Reynolds stress modeling with physics-informed machine learning☆97Mar 21, 2019Updated 7 years ago
- RapidCFD is an OpenFOAM fork running fully on CUDA platform. Brought to you by☆404Apr 18, 2025Updated 11 months ago
- A sequence of Jupyter notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/☆3,971Mar 19, 2024Updated 2 years ago
- FSI simulations using OpenFOAM☆12Jul 10, 2020Updated 5 years ago
- Deep Learning of Vortex Induced Vibrations☆100Feb 21, 2020Updated 6 years ago
- GPU-accelerated particle tracking for OpenFOAM☆27Aug 12, 2022Updated 3 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Computational Fluid Dynamics in JAX☆938Feb 24, 2026Updated last month
- Introduction to Computational Fluid Dynamics at the University of Vermont☆18Jun 16, 2024Updated last year
- PyAero is an open-source airfoil contour analysis and CFD meshing tool.☆236Apr 3, 2026Updated last week
- Sample codes for CFD courses☆62Jan 4, 2015Updated 11 years ago
- Blog about ML and CFD☆10Mar 16, 2026Updated 3 weeks ago
- OpenFOAM cases and notes☆169Feb 12, 2023Updated 3 years ago
- code for performing active flow control of the 2D Karman street using Deep Reinforcement Learning☆186Jul 27, 2023Updated 2 years ago
- Introduces basic C++ concepts to beginner users of the OpenFOAM open-source CFD libraries.☆982Aug 5, 2021Updated 4 years ago
- 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
- 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.
- ☆30Oct 17, 2022Updated 3 years ago
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆62Jan 11, 2021Updated 5 years ago
- Various cases for openfoam☆45Nov 24, 2020Updated 5 years ago
- The Large-Eddy Simulation framework from the Turbulence Research Group at Johns Hopkins University☆148Jan 29, 2021Updated 5 years ago
- OpenFOAM examples for data-driven ML and ROM☆19Jul 25, 2023Updated 2 years ago
- CFD codes written based on examples in various books like Patnakar, Versteeg etc☆55Jun 23, 2020Updated 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 5 years ago