Real-Time Route Planning and Online Order Dispatch for Bus-Booking Platforms

被引:3
|
作者
Zhou, Hao [1 ]
Gao, Yucen [1 ]
Gao, Xiaofeng [1 ]
Chen, Guihai [1 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Comp Sci & Engn, Shanghai Key Lab Scalable Comp & Syst, Shanghai, 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
Order dispatch; Online algorithm; Intelligent transportation system;
D O I
10.1007/978-3-030-18579-4_44
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To cater to the high travel demands in Beijing Capital International Airport during 23:00-2:00, Beijing Traffic Management Bureau (BTMB) intends to develop a new service named bus-booking platforms. Compared to traditional airport shuttle buses, bus-booking platforms can conduct flexible route planning and online order dispatch while provide much lower price than the common car-hailing platform, e.g., Didi Chuxing. We conduct the real-time route planning by solving the standard Capacitated Vehicles Routing Problem based on the order prediction. In addition, we focus on the design of the online order dispatch algorithm for bus-booking platforms, which is novel and extremely different from the traditional taxi order dispatch in car-hailing platforms. When an order is dispatched, multiple influence factors will be considered simultaneously, such as the bus capacity, the balanced distribution of the accepted orders and the travel time of passengers, all of which aim to provide a better user experience. Moreover, we prove that our online algorithms can achieve the tight competitive ratio in this paper, where the competitive ratio is the ratio between the solution of an online algorithm and the offline optimal solution.
引用
收藏
页码:748 / 763
页数:16
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