transactions_Home_Energy_Recommendation_System__HERS___ADeep_Reinforcement_Learning_Method_forElectricity_Optimization_of_Smart_Homes.pdf (355.51 kB)

Home Energy Recommendation System (HERS): A Deep Reinforcement Learning Method for Electricity Optimization in Smart Homes

preprint

posted on 11.09.2021, 03:36 authored by Salman Sadiq ShuvoSalman Sadiq Shuvo, Yasin Yilmaz

Aras activity dataset

NYISO dynamic electricity price

A2C implementation in Python

Article under review in IEEE Transactions on Smart Grid

History

Email Address of Submitting Author

salmansadiq@usf.edu

ORCID of Submitting Author

0000-0003-1577-7341

Submitting Author's Institution

University of South Florida

Submitting Author's Country

United States of America

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Keywords

Home energy management demand side management (DSM)electricity optimization Deep Reinforcement Learning Markov decision process (MDP)artificial intelligence

Licence

CC BY-NC-SA 4.0

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