hjbae / SciMARL_WMLES
☆13Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for SciMARL_WMLES
- code for active flow control of flow around cynder using Deep Reinforcement Learning☆45Updated 2 years ago
- Repository for data and scripts of "Automating Turbulence Modeling by Multi-Agent Reinforcement Learning"☆28Updated 4 years ago
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆56Updated 3 years ago
- A multi-agent reinforcement learning environment to design and benchmark control strategies aimed at reducing drag in turbulent open chan…☆46Updated 9 months ago
- Parallelizing DRL for Active Flow control☆62Updated last year
- reinforcement learning for active fluid control☆28Updated 4 years ago
- Immersed boundary - Fluid Structure Interaction solver with heat transfer☆5Updated last month
- The code used, and a docker image to run it, of the paper `Exploiting locality and physical invariants to design effective Deep Reinforce…☆13Updated 4 years ago
- Deep reinforcement learning with OpenFOAM☆32Updated 9 months ago
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆31Updated 9 years ago
- code for performing active flow control of the 2D Karman street using Deep Reinforcement Learning☆150Updated last year
- Companion code for Data-Driven Resolvent Analysis☆17Updated 3 years ago
- Numerical tool for Construction of Reduced-order models for fluid flows.☆30Updated 3 years ago
- An open-source Python platform of coupling deep reinforcement learning and OpenFOAM☆135Updated 3 months ago
- Robust active flow control over a range of Reynolds numbers using artificial neural network trained through deep reinforcement learning☆30Updated 3 years ago
- Source code for the paper "Data-driven reduced-order models via regularised Operator Inference for a single-injector combustion process" …☆28Updated 2 years ago
- Dockerfile to create an image with OpenFOAM-plus and PyTorch support☆36Updated 3 weeks ago
- A library for wall-modelled Large-Eddy Simulation in OpenFOAM.☆47Updated 3 months ago
- Experiment code associated with our paper: "Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks"☆60Updated 4 months ago
- DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling☆31Updated last year
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆19Updated 3 years ago
- ☆20Updated 3 years ago
- SIMPLE Algorithm for Driven Cavity problem on collocated grid using Python.☆19Updated 3 years ago
- Example code implementation of learning to swim in potential flow via reinforcement learning☆12Updated 5 months ago
- A Hands-on Introduction to Physics-Informed Neural Networks☆17Updated last month
- Thoughts about ML committee for OpenFOAM☆34Updated 2 years ago
- A tiny project to use ax-platform for multi-objective Bayesian Optimization on OpenFOAM cases☆15Updated 3 months ago
- Pythonic spectral proper orthogonal decomposition☆33Updated 2 years ago
- ☆31Updated 3 years ago
- Control of 2D Rayleigh Benard Convection using Deep Reinforcement Learning with Tensorforce and Shenfun.☆15Updated last year