DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks
☆316Jan 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 3 years ago
- Convolution Neural Network based solution for 2D steady state Navier Stokes equation for submerged badies☆12May 3, 2021Updated 4 years ago
- Examples of how to use machine learning algorithms in computational fluid dynamics.☆269Aug 26, 2022Updated 3 years ago
- This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.☆304Sep 12, 2019Updated 6 years ago
- A large-scale benchmark for machine learning methods in fluid dynamics☆267Oct 25, 2025Updated 5 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- A Tensorflow re-implementation of the paper Convolutional Neural Networks for Steady Flow Approximation☆168Oct 2, 2018Updated 7 years ago
- CNN model to predict the lift-drag ratio of airfoil☆18Feb 28, 2021Updated 5 years ago
- CFD-DeepLearning-UNET☆19May 14, 2021Updated 4 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆194Apr 7, 2024Updated 2 years ago
- In-situ data analyses and machine learning with OpenFOAM and Python☆181Dec 10, 2023Updated 2 years ago
- Run XFoil from within Python and work with results.☆20Feb 11, 2026Updated 2 months ago
- OpenFOAM examples for data-driven ML and ROM☆19Jul 25, 2023Updated 2 years ago
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆68Mar 7, 2021Updated 5 years ago
- Physics-informed neural network for solving fluid dynamics problems☆270Jan 28, 2021Updated 5 years ago
- NordVPN Special Discount Offer • AdSave on top-rated NordVPN 1 or 2-year plans with secure browsing, privacy protection, and support for for all major platforms.
- Machine Learning enhanced CFD solvers: isothermal & thermal fluid flow☆22Mar 28, 2026Updated last week
- CNN for airfoil lift-to-drag-ratio prediction☆46Mar 3, 2019Updated 7 years ago
- PyTorch implementation of the diffusion-based method for CFD data super-resolution proposed in the paper "A Physics-informed Diffusion Mo…☆226May 28, 2023Updated 2 years ago
- Lecture material for machine learning applied to computational fluid mechanics☆441Dec 16, 2025Updated 3 months 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
- OpenFOAM utility to extract the Lagrangian particle path for tracking the Lagrangian particles over time☆15Aug 26, 2020Updated 5 years ago
- Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey☆336Jun 4, 2025Updated 10 months ago
- ☆15Nov 18, 2020Updated 5 years ago
- Numerical tool for Construction of Reduced-order models for fluid flows.☆31Jan 21, 2021Updated 5 years ago
- 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.
- Codes for paper "Automatic Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning", published on AIAA Aviation F…☆22Dec 5, 2023Updated 2 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
- Pythonic interface to Ansys Fluent☆410Apr 4, 2026Updated last week
- A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning☆342Nov 15, 2022Updated 3 years ago
- Predicting 2D Steady State Fluid Flow Fields using Convolutional Neural Networks☆11Oct 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☆241Sep 6, 2025Updated 7 months ago
- GPU-accelerated particle tracking for OpenFOAM☆27Aug 12, 2022Updated 3 years ago
- Slides for my presentations at the OpenFOAM Workshop 2020☆10Mar 26, 2022Updated 4 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- ☆35May 6, 2025Updated 11 months ago
- ☆11May 15, 2020Updated 5 years ago
- Application of Deep Learning to Computational Fluid Dynamics☆21Apr 26, 2019Updated 6 years ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆17May 14, 2021Updated 4 years ago
- A differentiable PDE solving framework for machine learning☆1,847Mar 29, 2026Updated last week
- Adds input definition for turbulent inflow model to OpenFOAM files☆48Jan 29, 2025Updated last year
- To simplify the Flamelet-Generated Manifold (FGM) combustion model tables using an artificial neural network (ANN).☆32Jun 12, 2020Updated 5 years ago