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
来源
MOBILE NETWORKS & APPLICATIONS | 2009年 / 14卷 / 03期
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 50 条
  • [1] A Stochastic and Dynamic Vehicle Routing Problem with Time Windows and Customer Impatience
    M. Pavone
    N. Bisnik
    E. Frazzoli
    V. Isler
    [J]. Mobile Networks and Applications, 2009, 14
  • [2] Customer satisfaction in dynamic vehicle routing problem with time windows
    Barkaoui, M.
    Berger, J.
    Boukhtouta, A.
    [J]. APPLIED SOFT COMPUTING, 2015, 35 : 423 - 432
  • [3] Collaborative Multidepot Vehicle Routing Problem with Dynamic Customer Demands and Time Windows
    Wang, Yong
    Zhe, Jiayi
    Wang, Xiuwen
    Sun, Yaoyao
    Wang, Haizhong
    [J]. SUSTAINABILITY, 2022, 14 (11)
  • [4] A vehicle routing problem with time windows and stochastic demands
    Chang, MS
    [J]. JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2005, 28 (05) : 783 - 794
  • [5] Dynamic Assignment Vehicle Routing Problem with Time Windows
    Los, Kim J.
    Phillipson, Frank
    van Kempen, Elisah A.
    Quak, Hans J.
    Stelwagen, Uilke
    [J]. COMPUTATIONAL LOGISTICS, ICCL 2020, 2020, 12433 : 135 - 150
  • [6] The capacitated vehicle routing problem with stochastic demands and time windows
    Lei, Hongtao
    Laporte, Gilbert
    Guo, Bo
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2011, 38 (12) : 1775 - 1783
  • [7] Vehicle routing and scheduling problem with time windows and stochastic demand
    Chang, MS
    Lin, YC
    Hsueh, CF
    [J]. TRANSPORTATION NETWORK MODELING 2004, 2004, (1882): : 79 - 87
  • [8] ON A VEHICLE ROUTING PROBLEM WITH TIME WINDOWS AND STOCHASTIC TRAVEL TIMES
    Chen, Jack J.
    Wong, Jacky C. F.
    Leung, Janny M. Y.
    Cheng, C. H.
    [J]. TRANSPORTATION AND THE ECONOMY, 2005, : 550 - 550
  • [9] Budgeting Time for Dynamic Vehicle Routing with Stochastic Customer Requests
    Ulmer, Marlin W.
    Mattfeld, Dirk C.
    Koester, Felix
    [J]. TRANSPORTATION SCIENCE, 2018, 52 (01) : 20 - 37
  • [10] A hybrid approach for the dynamic vehicle routing problem with time windows
    Alvarenga, GB
    Silva, RMDA
    Mateus, GR
    [J]. HIS 2005: 5th International Conference on Hybrid Intelligent Systems, Proceedings, 2005, : 61 - 66