Examples of how to use machine learning algorithms in computational fluid dynamics.
☆273Aug 26, 2022Updated 3 years ago
Alternatives and similar repositories for machine-learning-applied-to-cfd
Users that are interested in machine-learning-applied-to-cfd are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.☆307Sep 12, 2019Updated 6 years ago
- Lecture material for machine learning applied to computational fluid mechanics☆471Dec 16, 2025Updated 7 months ago
- Course slides☆12Jan 14, 2025Updated last year
- Integrating the TensorFlow 1.15 C-API into OpenFOAM 5.0 for data-driven CFD algorithm development☆219Feb 16, 2023Updated 3 years ago
- A curated list of awesome Machine Learning projects in Fluid Dynamics☆114Aug 4, 2022Updated 3 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.
- OpenFOAM utilities and solvers related to my PhD☆38Mar 25, 2020Updated 6 years ago
- In-situ data analyses and machine learning with OpenFOAM and Python☆182Dec 10, 2023Updated 2 years ago
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆62Jan 11, 2021Updated 5 years ago
- flowTorch - a Python library for analysis and reduced-order modeling of fluid flows☆173Jul 20, 2026Updated last week
- Blog about ML and CFD☆10Mar 16, 2026Updated 4 months ago
- Curated list for ML in FM☆246May 17, 2026Updated 2 months ago
- Dockerfile to create an image with OpenFOAM-plus and PyTorch support☆45Oct 19, 2024Updated last year
- 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☆412Apr 18, 2025Updated last year
- 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.
- DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks☆327Jan 23, 2024Updated 2 years ago
- Reduced order modelling techniques for OpenFOAM☆212Jul 13, 2026Updated 2 weeks ago
- Introduces basic C++ concepts to beginner users of the OpenFOAM open-source CFD libraries.☆1,010Aug 5, 2021Updated 4 years ago
- Deep reinforcement learning with OpenFOAM☆51May 13, 2025Updated last year
- A Tensorflow re-implementation of the paper Convolutional Neural Networks for Steady Flow Approximation☆170Oct 2, 2018Updated 7 years ago
- OpenFOAM functionObject for postProcessing, getting the conditional averaged fields with a given scalarField☆12May 27, 2021Updated 5 years ago
- Computational Fluid Dynamics in JAX☆955Jul 8, 2026Updated 2 weeks ago
- compressing physics with neural networks☆160Jul 10, 2018Updated 8 years ago
- A list of papers relating Computational Physics and Machine Learning☆142Nov 28, 2018Updated 7 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.
- ☆15Jul 22, 2019Updated 7 years ago
- OpenFoam postprocessing python tool☆200Mar 29, 2025Updated last year
- Thoughts about ML committee for OpenFOAM☆44Jul 28, 2022Updated 3 years ago
- A set of codes developed for LES in OpenFOAM☆44Jan 7, 2024Updated 2 years ago
- ☆10Oct 31, 2021Updated 4 years ago
- Reproduce the experiment result in paper “High‐Speed PIV of shock boundary layer interactions in the transonic buffet flow of a compresso…☆14Nov 1, 2022Updated 3 years ago
- The Large-Eddy Simulation framework from the Turbulence Research Group at Johns Hopkins University☆151Jan 29, 2021Updated 5 years ago
- Additional turbulence models for OpenFOAM☆48Updated this week
- Lecture notes on OpenFOAM by Dr. Xiaofeng Liu at Penn State University☆170May 11, 2021Updated 5 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.
- Community Edition of AccelerateCFD platform for creating reduced order models from high fidelity CFD☆65Jul 14, 2022Updated 4 years ago
- ☆369Jan 26, 2024Updated 2 years ago
- HERCULES: An open-source, massively parallel direct numerical simulation solver☆44Feb 13, 2020Updated 6 years ago
- A library for Implict Coupled Simulations in OF. A density-based CFD solver for high-speed flows simulations is provided☆58May 29, 2023Updated 3 years ago
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆71Mar 7, 2021Updated 5 years ago
- This repository contains code that I develop within the framework of OpenFOAM 2.3.x, either for my work, or as a hobby.☆11Aug 6, 2019Updated 6 years ago
- Compiling Custom solvers☆15Jul 6, 2019Updated 7 years ago