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active_flow_control_past_cylinder_using_drl

agod

AI-generated Optimization Decision

awesome-cv

:page_facing_up: Awesome CV is LaTeX template - skill section modified

awesome-diffusion-model-in-rl

A curated list of Diffusion Model in RL resources (continually updated)

awesome-fem4cfd

A curated list of resources on FEM for CFD

awesome-machine-learning-fluid-mechanics

Curated list for ML in FM

basicopenfoamprogrammingtutorials

Introduces basic C++ concepts to beginner users of the OpenFOAM open-source CFD libraries.

cola

Codes for the paper "Consensus Learning for Cooperative Multi-Agent Reinforcement Learning"

constitutive-neural-networks

Learning nonlocal constitutive models with neural networks

curl

CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning

cylinder2dflowcontroldrl

code for performing active flow control of the 2D Karman street using Deep Reinforcement Learning

deepreinforcementlearning_rayleighbenard2d_control

Control of 2D Rayleigh Benard Convection using Deep Reinforcement Learning with Tensorforce and Shenfun.

deepxde

A library for scientific machine learning and physics-informed learning

dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

drl_in_fluids_articles

An overview of articles related to deep reinforcement learning in fluid mechanics

drlfoam

Deep reinforcement learning with OpenFOAM

evolutionary-reinforcement-learning

Codebase for Evolutionary Reinforcement Learning (ERL) from the paper "Evolution-Guided Policy Gradients in Reinforcement Learning" published at NeurIPS 2018

falling-liquid-film-drl

The code used, and a docker image to run it, of the paper `Exploiting locality and physical invariants to design effective Deep Reinforcement Learning control of the unstable falling liquid film`

fenics-drl

Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.

flow_past_cylinder_by_drl

code for active flow control of flow around cynder using Deep Reinforcement Learning

flowtorch

flowTorch - a Python library for analysis and reduced-order modeling of fluid flows

gdrl

Grokking Deep Reinforcement Learning

gpufoam

Tools and extensions for GPU-accelerated OpenFOAM simulations

haven

Codes for the paper "HAVEN: Hierarchical Cooperative Multi-Agent Reinforcement Learning with Dual Coordination Mechanism"

ithaca-fv

Reduced order modelling techniques for OpenFOAM

libwallmodelledles

A library for wall-modelled Large-Eddy Simulation in OpenFOAM.

m-curl

M-CURL: Masked Contrastive Representation Learning for Reinforcement Learning

machine-learning-applied-to-cfd

Examples of how to use machine learning algorithms in computational fluid dynamics.

machine-learning-turbulence

marl-papers

Paper list of multi-agent reinforcement learning (MARL)