Pareto mimic algorithm: An approach to the team orienteering problem

被引:54
作者
Ke, Liangjun [1 ]
Zhai, Laipeng [1 ]
Li, Jing [2 ]
Chan, Felix T. S. [3 ]
机构
[1] Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
[2] Xian Satellite Control Ctr, State Key Lab Astronaut Dynam, Xian 710043, Peoples R China
[3] Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Hong Kong, Peoples R China
来源
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE | 2016年 / 61卷
基金
中国国家自然科学基金;
关键词
Vehicle scheduling; Vehicle routing problem; Team orienteering problem; Pareto dominance; SYSTEM; 1ST;
D O I
10.1016/j.omega.2015.08.003
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The team orienteering problem is an important variant of the vehicle routing problem. In this paper, a new algorithm, called Pareto mimic algorithm, is proposed to deal with it. This algorithm maintains a population of incumbent solutions which are updated using Pareto dominance. It uses a new operator, called mimic operator, to generate a new solution by imitating an incumbent solution. Furthermore, to improve the quality of a solution, it employs an operator, called swallow operator which attempts to swallow (or insert) an infeasible node and then repair the resulting infeasible solution. A comparative study supports the effectiveness of the proposed algorithm, especially, our algorithm can quickly find new better results for several large-scale instances. We also demonstrate that Pareto mimic algorithm can be generalized to solve other routing problems, e.g., the capacitated vehicle routing problem. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:155 / 166
页数:12
相关论文
共 38 条
[1]  
[Anonymous], 2005, MULTICRITERIA OPTIMI
[2]  
[Anonymous], 2009, METAHEURISTICS DESIG, DOI DOI 10.1002/9780470496916
[3]   Metaheuristics for the team orienteering problem [J].
Archetti, Claudia ;
Hertz, Alain ;
Speranza, Maria Grazia .
JOURNAL OF HEURISTICS, 2007, 13 (01) :49-76
[4]   ROUTE 1ST - CLUSTER 2ND METHODS FOR VEHICLE-ROUTING [J].
BEASLEY, JE .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 1983, 11 (04) :403-408
[5]   A memetic algorithm for the team orienteering problem [J].
Bouly, Hermann ;
Dang, Duc-Cuong ;
Moukrim, Aziz .
4OR-A QUARTERLY JOURNAL OF OPERATIONS RESEARCH, 2010, 8 (01) :49-70
[6]   An exact algorithm for team orienteering problems [J].
Boussier, Sylvain ;
Feillet, Dominique ;
Gendreau, Michel .
4OR-A QUARTERLY JOURNAL OF OPERATIONS RESEARCH, 2007, 5 (03) :211-230
[7]   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
[8]   An optimal solution procedure or the multiple tour maximum collection problem using column generation [J].
Butt, SE ;
Ryan, DM .
COMPUTERS & OPERATIONS RESEARCH, 1999, 26 (04) :427-441
[9]   The team orienteering problem [J].
Chao, IM ;
Golden, BL ;
Wasil, EA .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1996, 88 (03) :464-474
[10]  
Christofides N., 1979, Combinatorial optimization, P315