Vehicle routing problems with time windows and stochastic travel and service times: Models and algorithm

被引:210
作者
Li, Xiangyong [1 ]
Tian, Peng [1 ]
Leung, Stephen C. H. [2 ]
机构
[1] Shanghai Jiao Tong Univ, Antai Coll Econ & Management, Shanghai 200052, Peoples R China
[2] City Univ Hong Kong, Dept Management Sci, Hong Kong, Hong Kong, Peoples R China
关键词
Vehicle routing problem; Stochastic travel time; Stochastic service time; Time windows; Tabu search; TABU SEARCH; DEMANDS;
D O I
10.1016/j.ijpe.2010.01.013
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper studies a version of stochastic vehicle routing problems, in which travel and service times are stochastic, and a time window constraint is associated with each customer. This problem is originally formulated as a chance constrained programming model and a stochastic programming model with recourse in terms of different optimization criteria. To efficiently solve these two models, a heuristic based on tabu search, which takes into account the stochastic nature of this problem, is then proposed. Finally, some testing instances with different properties are established to investigate the algorithmic performance, and the computational results are then reported. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:137 / 145
页数:9
相关论文
共 24 条
[1]   A VEHICLE-ROUTING PROBLEM WITH STOCHASTIC DEMAND [J].
BERTSIMAS, DJ .
OPERATIONS RESEARCH, 1992, 40 (03) :574-586
[2]   Vehicle routing problem with time windows, part II:: Metaheuristics [J].
Bräysy, I ;
Gendreau, M .
TRANSPORTATION SCIENCE, 2005, 39 (01) :119-139
[3]   CHANCE-CONSTRAINED PROGRAMMING [J].
CHARNES, A ;
COOPER, WW .
MANAGEMENT SCIENCE, 1959, 6 (01) :73-79
[4]   SCHEDULING OF VEHICLES FROM CENTRAL DEPOT TO NUMBER OF DELIVERY POINTS [J].
CLARKE, G ;
WRIGHT, JW .
OPERATIONS RESEARCH, 1964, 12 (04) :568-&
[5]   THE TRUCK DISPATCHING PROBLEM [J].
DANTZIG, GB ;
RAMSER, JH .
MANAGEMENT SCIENCE, 1959, 6 (01) :80-91
[6]  
Deif I., 1984, P BABSON C SOFTWARE, P75
[7]   Vehicle routing with time windows: Two optimization algorithms [J].
Fisher, ML ;
Jornsten, KO ;
Madsen, OBG .
OPERATIONS RESEARCH, 1997, 45 (03) :488-492
[8]   A TABU SEARCH HEURISTIC FOR THE VEHICLE-ROUTING PROBLEM [J].
GENDREAU, M ;
HERTZ, A ;
LAPORTE, G .
MANAGEMENT SCIENCE, 1994, 40 (10) :1276-1290
[9]   A tabu search heuristic for the vehicle routing problem with stochastic demands and customers [J].
Gendreau, M ;
Laporte, G ;
Seguin, R .
OPERATIONS RESEARCH, 1996, 44 (03) :469-477
[10]   AN EXACT ALGORITHM FOR THE VEHICLE-ROUTING PROBLEM WITH STOCHASTIC DEMANDS AND CUSTOMERS [J].
GENDREAU, M ;
LAPORTE, G ;
SEGUIN, R .
TRANSPORTATION SCIENCE, 1995, 29 (02) :143-155