Variable Neighborhood Search for a Dynamic Rich Vehicle Routing Problem with time windows

被引:59
作者
de Armas, Jesica [1 ]
Melian-Batista, Belen [1 ]
机构
[1] Univ La Laguna, Escuela Tecn Super Ingn Informat, San Cristobal la Laguna 38271, Spain
关键词
Dynamic Rich Vehicle Routing Problem; Metaheuristics; Variable Neighborhood Search; Degree of dynamism; TABU SEARCH; ALGORITHMS; VNS;
D O I
10.1016/j.cie.2015.03.006
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A Dynamic Rich Vehicle Routing Problem with Time Windows has been tackled as a real-world application, in which customers requests can be either known at the beginning of the planning horizon or dynamically revealed over the day. Several real constraints, such as heterogeneous fleet of vehicles, multiple and soft time windows and customers priorities, are taken into consideration. Using exact methods is not a suitable solution for this kind of problems, given the fact that the arrival of a new request has to be followed by a quick re-optimization phase to include it into the solution at hand. Therefore, we have proposed a metaheuristic procedure based on Variable Neighborhood Search to solve this particular problem. The computational experiments reported in this work indicate that the proposed method is feasible to solve this real-world problem and competitive with the best results from the literature. Finally, it is worth mentioning that the software developed in this work has been inserted into the fleet management system of a company in Spain. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:120 / 131
页数:12
相关论文
共 41 条
[1]   A reactive variable neighborhood search for the vehicle-routing problem with time windows [J].
Bräysy, O .
INFORMS JOURNAL ON COMPUTING, 2003, 15 (04) :347-368
[2]  
Cassani L., 2004, 35 ANN C ITALIAN OPE
[3]   Dynamic column generation for dynamic vehicle routing with time windows [J].
Chen, ZL ;
Xu, H .
TRANSPORTATION SCIENCE, 2006, 40 (01) :74-88
[4]   A METHOD FOR SOLVING TRAVELING-SALESMAN PROBLEMS [J].
CROES, GA .
OPERATIONS RESEARCH, 1958, 6 (06) :791-812
[5]  
De Armas J., 2015, ENG APPL AR IN PRESS
[6]  
Fleszar K., 2008, EUR J OPER RES, V195, P803
[7]   NEW INSERTION AND POSTOPTIMIZATION PROCEDURES FOR THE TRAVELING SALESMAN PROBLEM [J].
GENDREAU, M ;
HERTZ, A ;
LAPORTE, G .
OPERATIONS RESEARCH, 1992, 40 (06) :1086-1094
[8]  
Gendreau M., 2004, TRANSPORTATION SCI, V4
[9]   A multi-objective dynamic vehicle routing problem with fuzzy time windows: Model, solution and application [J].
Ghannadpour, Syed Farid ;
Noori, Simak ;
Tavakkoli-Moghaddam, Reza ;
Ghoseiri, Keivan .
APPLIED SOFT COMPUTING, 2014, 14 :504-527
[10]   Real-time vehicle routing: Solution concepts, algorithms and parallel computing strategies [J].
Ghiani, G ;
Guerriero, F ;
Laporte, G ;
Musmanno, R .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 151 (01) :1-11