Target Search on Road Networks With Range-Constrained UAVs and Ground-Based Mobile Recharging Vehicles

被引:23
|
作者
Booth, Kyle E. C. [1 ]
Piacentini, Chiara [2 ]
Bernardini, Sara [3 ]
Beck, J. Christopher [1 ]
机构
[1] Univ Toronto, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada
[2] Augmenta Inc, Toronto, ON M5S 3G8, Canada
[3] Royal Holloway Univ London, Dept Comp Sci, London TW20 0EX, England
来源
关键词
Aerial systems; surveillance systems; planning; scheduling and coordination; UNMANNED AERIAL VEHICLES; DRONE; OPTIMIZATION; ALGORITHMS; SERVICE; SYSTEM;
D O I
10.1109/LRA.2020.3015464
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We study a range-constrained variant of the multi-UAV target search problem where commercially available UAVs are used for target search in tandem with ground-based mobile recharging vehicles (MRVs) that can travel, via the road network, to meet up with and recharge a UAV. We propose a pipeline for representing the problem on real-world road networks, starting with a map of the road network and yielding a final routing graph that permits UAVs to recharge via rendezvous with MRVs. The problem is then solved using mixed-integer linear programming (MILP) and constraint programming (CP). We conduct a comprehensive simulation of our methods using real-world road network data from Scotland. The assessment investigates accumulated search reward compared to ideal and worst-case scenarios and briefly explores the impact of UAV speeds. Our empirical results indicate that CP is able to provide better solutions than MILP, overall, and that the use of a fleet of MRVs can improve the accumulated reward of the UAV fleet, supporting their inclusion for surveillance tasks.
引用
收藏
页码:6702 / 6709
页数:8
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