LSTM-based Energy Management for Electric Vehicle Charging in Commercial-building Prosumers

LSTM-based Energy Management for Electric Vehicle Charging in Commercial-building Prosumers

As typical prosumers, commercial buildings equipped with electric vehicle (EV) charging piles and solar photovoltaic panels require an effective energy management method. However, the conventional optimization-model-based building energy management system faces significant challenges regarding predi...

Full description

Bibliographic Details
Main Authors: Huayanran Zhou, Yihong Zhou, Junjie Hu, Guangya Yang, Dongliang Xie, Yusheng Xue, Lars Nordstrom
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:Journal of Modern Power Systems and Clean Energy
Subjects:
Building energy management system (BEMS)
electric vehicle (EV)
long short-term memory (LSTM)
recurrent neural network
machine learning
prosumer
Online Access:https://ieeexplore.ieee.org/document/9426541/

Internet

https://ieeexplore.ieee.org/document/9426541/

Similar Items