Dynamic Vehicle Routing for Translating Demands: Stability Analysis and Receding-Horizon Policies

被引:21
作者
Bopardikar, Shaunak D. [1 ]
Smith, Stephen L. [2 ]
Bullo, Francesco [1 ]
Hespanha, Joao P. [1 ]
机构
[1] Univ Calif Santa Barbara, Ctr Control Dynam Syst & Computat, Santa Barbara, CA 93106 USA
[2] MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02139 USA
关键词
Autonomous vehicles; dynamic vehicle routing; minimum Hamiltonian path; queueing theory; MOVING DEMANDS; SPEED DEMANDS; DELIVERY; SURVEILLANCE;
D O I
10.1109/TAC.2010.2049278
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We introduce a problem in which demands arrive stochastically on a line segment, and upon arrival, move with a fixed velocity perpendicular to the segment. We design a receding horizon service policy for a vehicle with speed greater than that of the demands, based on the translational minimum Hamiltonian path (TMHP). We consider Poisson demand arrivals, uniformly distributed along the segment. For a fixed segment width and fixed vehicle speed, the problem is governed by two parameters; the demand speed and the arrival rate. We establish a necessary condition on the arrival rate in terms of the demand speed for the existence of any stabilizing policy. We derive a sufficient condition on the arrival rate in terms of the demand speed that ensures stability of the TMHP-based policy. When the demand speed tends to the vehicle speed, every stabilizing policy must service the demands in the first-come-first-served (FCFS) order; and the TMHP-based policy becomes equivalent to the FCFS policy which minimizes the expected time before a demand is serviced. When the demand speed tends to zero, the sufficient condition on the arrival rate for stability of the TMHP-based policy is within a constant factor of the necessary condition for stability of any policy. Finally, when the arrival rate tends to zero for a fixed demand speed, the TMHP-based policy becomes equivalent to the FCFS policy which minimizes the expected time before a demand is serviced. We numerically validate our analysis and empirically characterize the region in the parameter space for which the TMHP-based policy is stable.
引用
收藏
页码:2554 / 2569
页数:16
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