A Dispatching Strategy of Autonomous Robotic Charger Boats for Charging Electric Vessels

被引:0
|
作者
Zhang, Zhe [1 ]
Yan, Li [2 ]
机构
[1] Xi An Jiao Tong Univ, Sch Comp Sci, Xian 710049, Peoples R China
[2] Xi An Jiao Tong Univ, Sch Cyber Sci & Engn, Xian 710049, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
Mobile charger dispatching; mobility data analysis; multi-objective optimization based route planning; VEHICLES;
D O I
10.1109/TMC.2024.3374789
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Autonomous robotic boats equipped with chargers or swappable batteries can serve as Mobile Energy Disseminators (MED) and proactively maintain the State-of-Charge of electric vessels. However, previous methods are either incapable of keeping the vessels continuously driving without recharge downtime, or not directly applicable for the scheduling of chargers on city-scale transportation networks. We propose RoboCharger: a Robotic Charger boat scheduling system that adaptively determines the number of serving MEDs, and the optimal routes of the MEDs according to vessel traffic. We studied a metropolitan-scale vessel mobility dataset provided by MarineTraffic and analyzed the spatial-temporal characteristics of vessel movements in Amsterdam's canals. Based on the analysis insights, we developed a MinHash and spatial-temporal similarity comparison based method for vessel traffic estimation, a Chinese Postman Problem based method for determining the cruising routes of the MEDs, and formulated and solved a multi-objective optimization problem to determine the number of serving MEDs, the driving route of each MED and maintain the SoC of the vessels above zero. Our trace-driven experiments demonstrate that compared with previous methods, RoboCharger increases the average SoC of vessels over all time slots throughout a day by almost 42%, and the number of charges of vessels by almost 53%.
引用
收藏
页码:10429 / 10442
页数:14
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