A Stochastic and Dynamic Vehicle Routing Problem with Time Windows and Customer Impatience

被引:55
作者
Pavone, M. [1 ,2 ]
Bisnik, N. [3 ]
Frazzoli, E. [1 ,2 ]
Isler, V. [3 ]
机构
[1] MIT, Informat & Decis Syst Lab, Cambridge, MA 02139 USA
[2] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA
[3] Rensselaer Polytech Inst, Troy, NY 12180 USA
基金
美国国家科学基金会;
关键词
mobile robotic networks; sensor networks; traveling salesman problem; vehicle routing problem with time windows; customer impatience;
D O I
10.1007/s11036-008-0101-1
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we study the problem of designing motion strategies for a team of mobile agents, required to fulfill request for on-site service in a given planar region. In our model, each service request is generated by a spatio-temporal stochastic process; once a service request has been generated, it remains active for a certain deterministic amount of time, and then expires. An active service request is fulfilled when one of the mobile agents visits the location of the request. Specific problems we investigate are the following: what is the minimum number of mobile agents needed to ensure that a certain fraction of service requests is fulfilled before expiration? What strategy should they use to ensure that this objective is attained? This problem can be viewed as the stochastic and dynamic version of the well-known vehicle routing problem with time windows. We also extend our analysis to the case in which the time service requests remain active is itself a random variable, describing customer impatience. The customers' impatience is only known to the mobile agents via prior statistics. In this case, it is desired to minimize the fraction of service requests missed because of impatience. Finally, we show how the routing strategies presented in the paper can be executed in a distributed fashion.
引用
收藏
页码:350 / 364
页数:15
相关论文
共 30 条
[1]  
[Anonymous], 2002, The vehicle routing problem pp
[2]  
[Anonymous], UILUENG032222 UIUC C
[3]  
[Anonymous], 1986, Probability, random processes, and estimation theory for engineers
[4]  
Beardwood J., 1959, P CAMB PHIL SOC, V55, P299, DOI DOI 10.1017/S0305004100034095
[5]   STOCHASTIC AND DYNAMIC VEHICLE-ROUTING WITH GENERAL DEMAND AND INTERARRIVAL TIME DISTRIBUTIONS [J].
BERTSIMAS, DJ ;
VANRYZIN, G .
ADVANCES IN APPLIED PROBABILITY, 1993, 25 (04) :947-978
[6]   A STOCHASTIC AND DYNAMIC VEHICLE-ROUTING PROBLEM IN THE EUCLIDEAN PLANE [J].
BERTSIMAS, DJ ;
VANRYZIN, G .
OPERATIONS RESEARCH, 1991, 39 (04) :601-615
[7]   Stochastic event capture using mobile sensors subject to a quality metric [J].
Bisnik, Nabhendra ;
Abouzeid, Alhussein A. ;
Isler, Volkan .
IEEE TRANSACTIONS ON ROBOTICS, 2007, 23 (04) :676-692
[8]   Vehicle routing problem with time windows, part 1:: Route construction and local search algorithms [J].
Bräysy, I ;
Gendreau, M .
TRANSPORTATION SCIENCE, 2005, 39 (01) :104-118
[9]   Vehicle routing problem with time windows, part II:: Metaheuristics [J].
Bräysy, I ;
Gendreau, M .
TRANSPORTATION SCIENCE, 2005, 39 (01) :119-139
[10]  
CHEKURI C, 2008, SODA, P661