Memetic search for the minmax multiple traveling salesman problem with single and multiple depots

被引:31
作者
He, Pengfei [1 ]
Hao, Jin-Kao [1 ]
机构
[1] Univ Angers, LERIA, 2 Blvd Lavoisier, F-49045 Angers, France
关键词
Travelling salesman; Combinatorial optimization; Heuristics; Minmax; Multidepot; GROUPING GENETIC ALGORITHM; VEHICLE-ROUTING PROBLEM; LOCAL SEARCH; FLEET; CROSSOVER;
D O I
10.1016/j.ejor.2022.11.010
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The minmax multiple traveling salesman problem with single depot (the minmax mTSP) or multiple de-pots (the minmax multidepot mTSP) aims to minimize the longest tour among a set of tours. These two minmax problems are useful for a variety of real-life applications and typically studied separately in the literature. We propose a unified memetic approach to solving both cases of the minmax mTSP and the minmax multidepot mTSP. The proposed algorithm features a generalized edge assembly crossover to generate offspring solutions, an efficient variable neighborhood descent to ensure local optimization as well as an aggressive post-optimization for additional solution improvement. Extensive experimental re-sults on 77 minmax mTSP benchmark instances and 43 minmax multidepot mTSP instances commonly used in the literature indicate a high performance of the algorithm compared to the leading algorithms. Additional experimental investigations are conducted to shed light on the rationality of the key algorith-mic ingredients.(c) 2022 Elsevier B.V. All rights reserved.
引用
收藏
页码:1055 / 1070
页数:16
相关论文
共 57 条
[1]   A Fast and Scalable Heuristic for the Solution of Large-Scale Capacitated Vehicle Routing Problems [J].
Accorsi, Luca ;
Vigo, Daniele .
TRANSPORTATION SCIENCE, 2021, 55 (04) :832-856
[2]   Solution of a min-max vehicle routing problem [J].
Applegate, D ;
Cook, W ;
Dash, S ;
Rohe, A .
INFORMS JOURNAL ON COMPUTING, 2002, 14 (02) :132-143
[3]   Efficiently solving very large-scale routing problems [J].
Arnold, Florian ;
Gendreau, Michel ;
Sorensen, Kenneth .
COMPUTERS & OPERATIONS RESEARCH, 2019, 107 :32-42
[4]   Knowledge-guided local search for the vehicle routing problem [J].
Arnold, Florian ;
Sorensen, Kenneth .
COMPUTERS & OPERATIONS RESEARCH, 2019, 105 :32-46
[5]  
Bai T., 2019, SCI CHINA INFORM SCI, V62, P1
[6]   An Efficient Implementation of a Static Move Descriptor-based Local Search Heuristic [J].
Beek, Onne ;
Raa, Birger ;
Dullaert, Wout ;
Vigo, Daniele .
COMPUTERS & OPERATIONS RESEARCH, 2018, 94 :1-10
[7]   The multiple traveling salesman problem: an overview of formulations and solution procedures [J].
Bektas, T .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2006, 34 (03) :209-219
[8]   A grouping genetic algorithm for the multiple traveling salesperson problem [J].
Brown, Evelyn C. ;
Ragsdale, Cliff T. ;
Carter, Arthur E. .
INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2007, 6 (02) :333-347
[9]   Routing for relief efforts [J].
Campbell, Ann Melissa ;
Vandenbussche, Dieter ;
Hermann, William .
TRANSPORTATION SCIENCE, 2008, 42 (02) :127-145
[10]  
Carlsson J, 2009, FIELDS I COMMUN, V55, P31