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Mingzhe's Projects

aixlib icon aixlib

A Modelica model library for building performance simulations

alphabuilding-medoffice icon alphabuilding-medoffice

This is the official repository of AlphaBuilding MedOffice: a realistic OpenAI Gym environment that can be used to train, test and benchmark controllers for medium size office (1AHU + 9VAV boxes)

buildingspy icon buildingspy

Python modules for automating Modelica simulations and for running unit test for the Buildings library

citylearn icon citylearn

Official reinforcement learning environment for demand response and load shaping

conrol-results icon conrol-results

Control results and implementation of PSC, MPC, and hysteresis-based two-point controller

d4rl icon d4rl

A collection of reference environments for offline reinforcement learning

deeprl-agents icon deeprl-agents

A set of Deep Reinforcement Learning Agents implemented in Tensorflow.

dhcsim icon dhcsim

This is a repository of the dhcSim Modelica library

do-mpc icon do-mpc

Model predictive control python toolbox

docker-ubuntu-jmodelica icon docker-ubuntu-jmodelica

Dockerfile that is used for the JModelica regression testing of the Buildings library and of BuildingsPy

docker_gym_pytorch_jmodelica icon docker_gym_pytorch_jmodelica

Docker file for OpenAI gym, pyTorch and jModelica. This is the virtual environment for deep reinforcement learning control on a Modelica/EnergyPlus environment.

drl icon drl

Deep Reinforcement Learning

dynax icon dynax

Dynax: A differentiable simulator for building energy systems to support forward simulation, parameter inference, optimal control. and end-to-end learning

energym icon energym

Energym is an open source building simulation library designed to test climate control and energy management strategies on buildings in a systematic and reproducible way.

externdata icon externdata

:page_facing_up: Modelica library for data I/O of CSV, INI, JSON, MATLAB MAT, SSV, TIR, Excel XLS/XLSX and XML files

fmpy icon fmpy

Simulate Functional Mockup Units (FMUs) in Python

fmu-drl-docker icon fmu-drl-docker

This is a set of environments that support FMU based deep reinforcement learning (DRL) environment.

ghedesigner icon ghedesigner

Flexible and Automatic Ground Heat Exchanger Design Tool

gmt_lib icon gmt_lib

This Geojson Modelica Transfer (GMT) Library is created to meet the requirement levels for DOE-GED project.

gplearn icon gplearn

Genetic Programming in Python, with a scikit-learn inspired API

gpytorch icon gpytorch

A highly efficient and modular implementation of Gaussian Processes in PyTorch

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

hilo-mpc icon hilo-mpc

HILO-MPC is a Python toolbox for easy, flexible and fast development of machine-learning-supported optimal control and estimation problems

hyperopt icon hyperopt

Distributed Asynchronous Hyperparameter Optimization in Python

ideas icon ideas

Modelica library allowing simultaneous transient simulation of thermal and electrical systems at both building and feeder level.

imitation icon imitation

Clean PyTorch implementations of imitation and reward learning algorithms

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