DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks
☆334Jan 23, 2024Updated 2 years ago
Alternatives and similar repositories for DeepCFD
Users that are interested in DeepCFD are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆20Aug 12, 2022Updated 4 years ago
- Convolution Neural Network based solution for 2D steady state Navier Stokes equation for submerged badies☆13May 3, 2021Updated 5 years ago
- Examples of how to use machine learning algorithms in computational fluid dynamics.☆274Aug 26, 2022Updated 4 years ago
- CNN model to predict the lift-drag ratio of airfoil☆18Feb 28, 2021Updated 5 years ago
- This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.☆308Sep 12, 2019Updated 7 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- A large-scale benchmark for machine learning methods in fluid dynamics☆298Oct 25, 2025Updated 10 months ago
- A Tensorflow re-implementation of the paper Convolutional Neural Networks for Steady Flow Approximation☆170Oct 2, 2018Updated 7 years ago
- Run XFoil from within Python and work with results.☆21Feb 11, 2026Updated 7 months ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆211Apr 7, 2024Updated 2 years ago
- In-situ data analyses and machine learning with OpenFOAM and Python☆182Dec 10, 2023Updated 2 years ago
- OpenFOAM examples for data-driven ML and ROM☆19Jul 25, 2023Updated 3 years ago
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆72Mar 7, 2021Updated 5 years ago
- CNN for airfoil lift-to-drag-ratio prediction☆46Mar 3, 2019Updated 7 years ago
- Physics-informed neural network for solving fluid dynamics problems☆290Jan 28, 2021Updated 5 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- 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
- Lecture material for machine learning applied to computational fluid mechanics☆480Dec 16, 2025Updated 9 months ago
- PyTorch implementation of the diffusion-based method for CFD data super-resolution proposed in the paper "A Physics-informed Diffusion Mo…☆232May 28, 2023Updated 3 years ago
- OpenFOAM utility to extract the Lagrangian particle path for tracking the Lagrangian particles over time☆15Aug 26, 2020Updated 6 years ago
- ☆15Nov 18, 2020Updated 5 years ago
- CFD-DeepLearning-UNET☆19May 14, 2021Updated 5 years ago
- Codes for paper "Automatic Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning", published on AIAA Aviation F…☆25Dec 5, 2023Updated 2 years ago
- Numerical tool for Construction of Reduced-order models for fluid flows.☆31Jan 21, 2021Updated 5 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
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning☆350Nov 15, 2022Updated 3 years ago
- Predicting 2D Steady State Fluid Flow Fields using Convolutional Neural Networks☆12Oct 3, 2020Updated 5 years ago
- An open-source web app for generating and visualizing parametric CFD results☆20Mar 13, 2023Updated 3 years ago
- Curated list for ML in FM☆255May 17, 2026Updated 4 months ago
- GPU-accelerated particle tracking for OpenFOAM☆27Aug 12, 2022Updated 4 years ago
- Slides for my presentations at the OpenFOAM Workshop 2020☆10Mar 26, 2022Updated 4 years ago
- To simplify the Flamelet-Generated Manifold (FGM) combustion model tables using an artificial neural network (ANN).☆33Jun 12, 2020Updated 6 years ago
- Point-cloud deep learning for prediction of fluid flow fields on irregular geometries (supervised learning)☆46Apr 23, 2026Updated 4 months ago
- ☆36May 6, 2025Updated last year
- 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.
- Pythonic interface to Ansys Fluent☆501Updated this week
- ☆12May 15, 2020Updated 6 years ago
- Application of Deep Learning to Computational Fluid Dynamics☆21Apr 26, 2019Updated 7 years ago
- A differentiable PDE solving framework for machine learning☆1,935Jul 16, 2026Updated 2 months ago
- A deep learning empowered open-source platform for reacting flow simulations☆221Jun 4, 2026Updated 3 months ago
- ☆46Jul 31, 2022Updated 4 years ago
- Data-driven Reynolds stress modeling with physics-informed machine learning☆98Mar 21, 2019Updated 7 years ago