An optimal scheduling algorithm for hybrid EV charging scenario using consortium blockchains

计算机科学 算法 遗传算法 调度(生产过程) 数学优化 数学 机器学习
作者
Xiaohong Huang,Yong Zhang,Dandan Li,Lu Han
出处
期刊:Future Generation Computer Systems [Elsevier BV]
卷期号:91: 555-562 被引量:107
标识
DOI:10.1016/j.future.2018.09.046
摘要

Abstract In this paper, we propose an optimal charging scheduling algorithm for hybrid vehicle charging scenarios. Unlike traditional charging scheduling algorithms, which only consider the vehicle-to-vehicle (V2V) and grid-to-vehicle (G2V) scenarios, the new and hybrid charging scenario including the emerging mobile charging vehicles (MCV), i.e. mobile charging vehicle-to-vehicle (MCV2V), G2V and V2V is considered in this paper. Moreover, the proposed optimal charging scheduling framework based on consortium blockchains ensures the security and privacy of electricity trading. The proposed scheduling algorithm is based on a double-objective optimization model aiming at maximizing user’s satisfaction and minimizing users’ cost, while considering diverse metrics like location of charging and discharging entities, the time of waiting, and driving speed of EVs, etc. In order to solve the optimization model, an improved Non-dominated Sorting Genetic Algorithm (NSGA) is proposed. Experiments based on the real map of Beijing is done to evaluate the performance of proposed scheduling algorithm. The results show that the proposed algorithm can achieve better performance in terms of user’s satisfaction and user’s cost comparing with V2V based algorithm and G2V based algorithm.
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