This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.
☆305Sep 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☆160Jul 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☆143Nov 28, 2018Updated 7 years ago
- A curated list of awesome Machine Learning projects in Fluid Dynamics☆110Aug 4, 2022Updated 3 years ago
- A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning☆341Nov 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☆438Dec 16, 2025Updated 3 months ago
- DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks☆315Jan 23, 2024Updated 2 years ago
- Computational fluid dynamics with tensorflow☆47Sep 23, 2023Updated 2 years ago
- Curated list for ML in FM☆240Sep 6, 2025Updated 6 months ago
- A Lattice Boltzmann fluid flow simulation written in Tensorflow.☆128Mar 7, 2018Updated 8 years ago
- This repository contains code used to create and train a deep neural network that replicates a RANS solver for aerodynamic prediction ove…☆44Dec 5, 2024Updated last year
- Integrating the TensorFlow 1.15 C-API into OpenFOAM 5.0 for data-driven CFD algorithm development☆218Feb 16, 2023Updated 3 years ago
- 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☆402Apr 18, 2025Updated 11 months ago
- A sequence of Jupyter notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/☆3,953Mar 19, 2024Updated 2 years ago
- FSI simulations using OpenFOAM☆12Jul 10, 2020Updated 5 years ago
- Deep Learning of Vortex Induced Vibrations☆99Feb 21, 2020Updated 6 years ago
- GPU-accelerated particle tracking for OpenFOAM☆27Aug 12, 2022Updated 3 years ago
- Computational Fluid Dynamics in JAX☆929Feb 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.☆234Sep 5, 2025Updated 6 months ago
- Sample codes for CFD courses☆62Jan 4, 2015Updated 11 years ago
- Blog about ML and CFD☆10Mar 16, 2026Updated last week
- OpenFOAM cases and notes☆168Feb 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.☆979Aug 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
- ☆30Oct 17, 2022Updated 3 years ago
- The Large-Eddy Simulation framework from the Turbulence Research Group at Johns Hopkins University☆147Jan 29, 2021Updated 5 years ago
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆62Jan 11, 2021Updated 5 years ago
- Various cases for openfoam☆44Nov 24, 2020Updated 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☆54Jun 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