Jointly dampening traffic oscillations and improving energy consumption with electric, connected and automated vehicles: A reinforcement learning based approach

•A car following model for electric, connected and automated vehicles is proposed.•The model is based on a Deep Deterministic Policy Gradient (DDPG) algorithm.•The model reduces modelling constraints and could self-learn and self-correct.•The model can dampen traffic oscillations and improve electri...

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Veröffentlicht in:	Applied energy 2020-01, Vol.257, p.114030, Article 114030
Hauptverfasser:	Qu, Xiaobo, Yu, Yang, Zhou, Mofan, Lin, Chin-Teng, Wang, Xiangyu
Format:	Artikel
Sprache:	eng
Schlagworte:	Car following Connected and automated vehicles Deep Deterministic Policy Gradient Electric vehicles Energy consumption Machine learning Reinforcement learning Traffic oscillations
Online-Zugang:	Volltext
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