jwcy0529 Goto Github PK

lethe

Repository for the open-source lethe CFD/DEM/CFD-DEM project

libwallmodelledles

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

m-curl

M-CURL: Masked Contrastive Representation Learning for Reinforcement Learning

ma-airl

Multi-Agent Adversarial Inverse Reinforcement Learning, ICML 2019.

machine-learning-applied-to-cfd

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

machine-learning-turbulence

maddpg-pytorch

PyTorch Implementation of MADDPG (Lowe et. al. 2017)

marl-papers

Paper list of multi-agent reinforcement learning (MARL)

marl_les

Repository for data and scripts of "Automating Turbulence Modeling by Multi-Agent Reinforcement Learning"

ml_model_for_reynolds_stresses

Machine learning to predict Reynolds stresses in a transitional boundary layer fluid flow

naca0012_shock_buffet

OpenFOAM simulations of transonic shock buffets at a NACA-0012 airfoil

on-policy

This is the official implementation of Multi-Agent PPO (MAPPO).

openfoam-cases-interfluo

OpenFOAM cases from my YouTube channel

openfoam_hisa_pytorch

OpenFoam + HiSA installation and compilation + PyTorch(C++) installation.

openfoamusermanual

克隆至：https://gitee.com/poplee/openFoamUserManual

para-database-for-piml

phasic-policy-gradient

An implementation of Phasic Policy Gradient, a proposed improvement of Proximal Policy Gradients, in Pytorch

pydmd

Python Dynamic Mode Decomposition

rl_control_nek5000

soft-actor-critic-and-extensions

PyTorch implementation of Soft-Actor-Critic and Prioritized Experience Replay (PER) + Emphasizing Recent Experience (ERE) + Munchausen RL + D2RL and parallel Environments.

spearmint

Spearmint is a package to perform Bayesian optimization according to the algorithms outlined in the paper: Practical Bayesian Optimization of Machine Learning Algorithms. Jasper Snoek, Hugo Larochelle and Ryan P. Adams. Advances in Neural Information Processing Systems, 2012

tf_deep_rl_trader

Trading Environment(OpenAI Gym) + PPO(TensorForce)

torchfoam

Using PyTorch within OpenFOAM

torchfoam2

A package to run OpenFOAM simulations and process the data for use in PyTorch.

trpo-ppo-in-marl

turbana

A Python toolkit to calculate and visualize turbulence anisotropy and turbulent viscosity from Reynolds stress tensor data.

turbulence-modeling-piml

Data-driven Reynolds stress modeling with physics-informed machine learning

veen_openfoam_cases

velocity_pridiction_lstm

x-transformers

A simple but complete full-attention transformer with a set of promising experimental features from various papers