A variable neighborhood-based heuristic for the heterogeneous fleet vehicle routing problem

被引:92
作者
Imran, Arif [1 ]
Salhi, Said [1 ]
Wassan, Niaz A. [1 ]
机构
[1] Univ Kent, Ctr Heurist Optimizat, Kent Business Sch, Canterbury CT2 7PE, Kent, England
关键词
Meta-heuristic; Routing; Heterogeneous fleet; Variable neighborhood; TRAVELING SALESMAN PROBLEM; TABU SEARCH; TIME WINDOWS; MIX PROBLEM; SIZE; ALGORITHM; DEPOT;
D O I
10.1016/j.ejor.2008.07.022
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The heterogeneous fleet vehicle routing problem is investigated using some adaptations of the variable neighborhood search (VNS). The initial solution is obtained by Dijkstra's algorithm based on a cost network constructed by the sweep algorithm and the 2-opt. Our VNS algorithm uses several neighborhoods which are adapted for this problem. In addition, a number of local search methods together with a diversification procedure are used. Two VNS variants, which differ in the order the diversification and Dijkstra's algorithm are used, are implemented. Both variants appear to be competitive and produce new best results when tested on the data sets from the literature. We also constructed larger data sets for which benchmarking results are provided for future comparison. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:509 / 518
页数:10
相关论文
共 40 条
[1]  
[Anonymous], 2007, IMA J MANAG MATH
[2]   ROUTE 1ST - CLUSTER 2ND METHODS FOR VEHICLE-ROUTING [J].
BEASLEY, JE .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 1983, 11 (04) :403-408
[3]   A deterministic tabu search algorithm for the fleet size and mix vehicle routing problem [J].
Brandao, Jose .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 195 (03) :716-728
[4]   A column generation approach to the heterogeneous fleet vehicle routing problem [J].
Choi, Eunjeong ;
Tcha, Dong-Wan .
COMPUTERS & OPERATIONS RESEARCH, 2007, 34 (07) :2080-2095
[5]   SCHEDULING OF VEHICLES FROM CENTRAL DEPOT TO NUMBER OF DELIVERY POINTS [J].
CLARKE, G ;
WRIGHT, JW .
OPERATIONS RESEARCH, 1964, 12 (04) :568-&
[6]   A NEW HEURISTIC FOR THE FLEET SIZE AND MIX VEHICLE-ROUTING PROBLEM [J].
DESROCHERS, M ;
VERHOOG, TW .
COMPUTERS & OPERATIONS RESEARCH, 1991, 18 (03) :263-274
[7]  
Dijkstra E. W., 1959, NUMER MATH, V1, P269, DOI [10.1007/BF01386390, DOI 10.1007/BF01386390]
[8]   A cluster-based optimization approach for the multi-depot heterogeneous fleet vehicle routing problem with time windows [J].
Dondo, Rodolfo ;
Cerda, Jaime .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2007, 176 (03) :1478-1507
[9]   NEW OPTIMIZATION HEURISTICS - THE GREAT DELUGE ALGORITHM AND THE RECORD-TO-RECORD TRAVEL [J].
DUECK, G .
JOURNAL OF COMPUTATIONAL PHYSICS, 1993, 104 (01) :86-92
[10]   New heuristics for the fleet size and mix vehicle routing problem with time windows [J].
Dullaert, W ;
Janssens, GK ;
Sörensen, K ;
Vernimmen, B .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2002, 53 (11) :1232-1238