Optimal Electric Vehicle Charging Strategy With Markov Decision Process and Reinforcement Learning Technique

Electric vehicles (EVs) have rapidly developed in recent years and their penetration has also significantly increased, which, however, brings new challenges to power systems. Due to their stochastic behaviors, the improper charging strategies for EVs may violate the voltage security region. To addre...

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Veröffentlicht in:	IEEE transactions on industry applications 2020-09, Vol.56 (5), p.5811-5823
Hauptverfasser:	Ding, Tao, Zeng, Ziyu, Bai, Jiawen, Qin, Boyu, Yang, Yongheng, Shahidehpour, Mohammad
Format:	Artikel
Sprache:	eng
Schlagworte:	Charging stations Distribution networks Electric power systems Electric vehicle (EV) Electric vehicle charging Electric vehicles Impact analysis Learning Markov analysis Markov decision process (MDP) Markov processes optimal charging strategy Power system stability Reinforcement learning reinforcement learning (RL) Strategy Uncertainty
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