LiuYangMage / RLFluidControl
reinforcement learning for active fluid control
☆29Updated 4 years ago
Alternatives and similar repositories for RLFluidControl:
Users that are interested in RLFluidControl are comparing it to the libraries listed below
- Parallelizing DRL for Active Flow control☆65Updated last year
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆62Updated 3 years ago
- ☆16Updated last year
- code for active flow control of flow around cynder using Deep Reinforcement Learning☆45Updated 2 years ago
- Robust active flow control over a range of Reynolds numbers using artificial neural network trained through deep reinforcement learning☆32Updated 4 years ago
- A benchmark library for DRL-based flow control☆13Updated last week
- code for performing active flow control of the 2D Karman street using Deep Reinforcement Learning☆153Updated last year
- The code used, and a docker image to run it, of the paper `Exploiting locality and physical invariants to design effective Deep Reinforce…☆13Updated 5 years ago
- Control of 2D Rayleigh Benard Convection using Deep Reinforcement Learning with Tensorforce and Shenfun.☆17Updated last year
- A multi-agent reinforcement learning environment to design and benchmark control strategies aimed at reducing drag in turbulent open chan…☆52Updated last year
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆21Updated 4 years ago
- ☆20Updated 3 years ago
- DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling☆34Updated last year
- Numerical tool for Construction of Reduced-order models for fluid flows.☆30Updated 4 years ago
- Deep reinforcement learning to perform shape optimization☆60Updated 3 years ago
- Source code for the paper "Data-driven reduced-order models via regularised Operator Inference for a single-injector combustion process" …☆29Updated 2 years ago
- An open-source Python platform of coupling deep reinforcement learning and OpenFOAM☆140Updated 3 weeks ago
- Multi-fidelity Generative Deep Learning Turbulent Flows☆37Updated 4 years ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆15Updated 3 years ago
- Pythonic spectral proper orthogonal decomposition☆34Updated 2 years ago
- POD-PINN code and manuscript☆47Updated 2 months ago
- This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"☆29Updated 10 months ago
- Example code implementation of learning to swim in potential flow via reinforcement learning☆12Updated 8 months ago
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆32Updated 9 years ago
- Immersed boundary - Fluid Structure Interaction solver with heat transfer☆9Updated 4 months ago
- In this repository, you will find the different python scripts to train the available models on the AirfRANS dataset proposed at the Neur…☆46Updated 3 weeks ago
- A Deep Learning based Approach to Reduced Order Modeling for Turbulent Flow Control using LSTM Neural Networks. arXiv:1804.09269☆41Updated 6 years ago
- Exploit Auto-encoder for exploring and predict flow dynamic☆10Updated 5 years ago
- Deep reinforcement learning with OpenFOAM☆35Updated last year
- Generative Adversarial Networks are used to super resolve turbulent flow fields from low resolution (RANS/LES) fields to high resolution …☆23Updated 4 years ago