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slzhang-git's Projects

drl icon drl

A Deep Reinforcement Learning Method for Electricity Optimization in Smart Homes

eved icon eved

An extended version of the VED dataset, which is a large-scale dataset for vehicle energy analysis.

l10-ppml-tsa icon l10-ppml-tsa

Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification

l11-gan-nilm icon l11-gan-nilm

GAN-NILM: Using Generative Adversarial Networks to perform Non-Intrusive Load Monitoring (aka load disaggregation)

l11-supplementary-refit_loader icon l11-supplementary-refit_loader

A simple, fast and handy data loader for REFIT dataset to explore the data at convenience, provided with basic transformations like resampling and extract activities by thresholding.

l13-evchargingstationmodel icon l13-evchargingstationmodel

Optimisation model for determining optimal location of electric vehicle charging stations as to maximise electric vehicle adoption

l13-evquarium icon l13-evquarium

This script gives EVQUARIUM, an EV charging infrastructure evaluation tool which considers M/D/C charging station queueing. The tool evaluates EV charging infrastructure in a region given the EV charging demand within that region, outputing the expected wait time and utilization ratio of each charging station.

l13-pamod icon l13-pamod

Coordination Algorithms for the interaction between Autonomous Mobility-on-Demand systems and the power network.

l13-ramp-mobility icon l13-ramp-mobility

A novel application of the RAMP main engine for generating bottom-up stochastic electric vehicles load profiles.

l5-v2-citylearn icon l5-v2-citylearn

Official reinforcement learning environment for demand response and load shaping

l6-rl-manufacturing icon l6-rl-manufacturing

Source code for the paper <Joint Control of Manufacturing and Onsite Microgrid System via Novel Neural-Network Integrated Reinforcement Learning Algorithms>

l7-deer icon l7-deer

DEEp Reinforcement learning framework

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