Communication-aware distributed rebalancing for cooperative car-sharing service

被引:3
|
作者
Hayashi, Naoki [1 ,3 ]
Sakurama, Kazunori [2 ]
机构
[1] Osaka Univ, Grad Sch Engn Sci, Osaka, Japan
[2] Kyoto Univ, Grad Sch Informat, Kyoto, Japan
[3] Osaka Univ, Grad Sch Engn Sci, Osaka 5608531, Japan
来源
IET CONTROL THEORY AND APPLICATIONS | 2023年 / 17卷 / 07期
基金
日本学术振兴会;
关键词
car-sharing service; multiagent system; distributed rebalancing; event-driven communication; OPTIMIZATION; ALGORITHM;
D O I
10.1049/cth2.12417
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study presents a cooperative car-sharing system in which various service providers jointly operate a sharing service. A distributed algorithm is proposed for rebalancing control to reduce deadhead vehicles as much as possible under the constraints of dispatchable vehicles and parking slots at car stations. Each provider cooperatively searches for the optimal solution by exchanging the estimated values of the optimal dual solutions over the communication networks between providers. Event-driven communication is considered in which information exchange with the neighboring providers is performed only when the amount of change of the estimated optimal dual solution exceeds a threshold. Numerical instances explain that the estimations of all service providers meet the optimal rebalancing solutions.
引用
收藏
页码:850 / 867
页数:18
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