A vehicle-UAV operation scheme for instant delivery

被引:61
作者
Gu, Qiuchen [1 ]
Fan, Tijun [1 ]
Pan, Fei [1 ]
Zhang, Chong [1 ]
机构
[1] East China Univ Sci & Technol, Sch Business, Shanghai 200237, Peoples R China
基金
中国国家自然科学基金;
关键词
Unmanned aerial vehicle; Set covering; Allocation problem; Vehicle routing problem; Instant delivery; TRAVELING SALESMAN PROBLEM; OPTIMIZATION; LOCATION; TRUCK; DRONES;
D O I
10.1016/j.cie.2020.106809
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Instant delivery by ground vehicles combined with unmanned aerial vehicles (UAVs) will greatly expand its coverage range while expanding its application. In this paper, a novel operation scheme with vehicles and UAVs for instant delivery is presented. This scheme consists of four key processes: the locations of vehicle stops, the allocation of customers to vehicle stops, the allocation of customers to UAVs, and route planning for vehicles. We formulate a capacitated set covering location model to determine the number and feasible locations of vehicle stops. Moreover, we present a multilevel model to optimize the decisions on the remaining processes and finally determine the locations of vehicle stops while minimizing the number of vehicles dispatched and the total travel time. Furthermore, we propose two advanced ant colony optimization (ACO) by introducing variable visibility and multilevel feedback pheromones. Experiments are applied to prove the effectiveness of the operation scheme with vehicles and UAVs.
引用
收藏
页数:10
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