Multi-Scale Reinforcement Learning of Dynamic Energy Controller for Connected Electrified Vehicles

The synergy of reinforcement learning (RL)-based energy management and vehicle-to-everything communication has been proved effective in boosting the fuel economy of connected plug-in hybrid electric vehicles (PHEVs). However, the intricate coupling of mechanical, electrical, thermal states and drivi...

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Bibliographic Details

Published in:	IEEE transactions on intelligent transportation systems pp. 1 - 13
Main Authors:	Zhang, Hao, Lei, Nuo, Li, Shengbo Eben, Zhang, Junzhi, Wang, Zhi
Format:	Journal Article
Language:	English
Published:	IEEE 2025
Subjects:	Autoencoders Data models Decoding Energy management Engines Generators Mechanical power transmission multi-horizon plug-in hybrid electric vehicles Reinforcement learning traffic preview Transient analysis Vectors Vehicle dynamics
ISSN:	1524-9050, 1558-0016
Online Access:	Get full text
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