An evolutionary algorithm for the vehicle routing problem with route balancing

被引:95
|
作者
Jozefowiez, Nicolas [1 ,2 ]
Semet, Frederic [2 ]
Talbi, El-Ghazali [1 ]
机构
[1] Univ Sci & Technol Lille, Lab Informat Fondamentale Lille, F-59655 Villeneuve Dascq, France
[2] Univ Valenciennes & Hainaut Cambresis, Lab Automat Mecan & Informat Ind & Humaines, F-59313 Valenciennes 9, France
关键词
Routing; Multi-objective optimization; Genetic algorithms; Parallel algorithms;
D O I
10.1016/j.ejor.2007.06.065
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we address a bi-objective vehicle routing problem in which the total length of routes is minimized as well as the balance of routes, i.e. the difference between the maximal route length and the minimal route length. We propose a meta-heuristic method based on an evolutionary algorithm involving classical multi-objective operators. To improve its efficiency, two mechanisms, which favor the diversification of the search, have been added. First, an elitist diversification mechanism is used in cooperation with classical diversification methodologies. Second, a parallel model designed to take into account the elitist diversification is proposed. Our method is tested oil standard benchmarks for the vehicle routing problem. The contribution of the introduced mechanisms is evaluated by different performance metrics. All the experimentations indicate a strict improvement of the generated Pareto set. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:761 / 769
页数:9
相关论文
共 50 条
  • [21] Evolutionary Algorithm with Nonsequential Chromosome Decoder for the Vehicle Routing Problem
    Gregor, Connor
    2020 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2020, : 3164 - 3171
  • [22] Enhancements of NSGA II and its application to the vehicle routing problem with route balancing
    Jozefowiez, Nicolas
    Semet, Frederic
    Talbi, El-Ghazali
    ARTIFICIAL EVOLUTION, 2006, 3871 : 131 - 142
  • [23] A Problem-Reduction Evolutionary Algorithm for Solving the Capacitated Vehicle Routing Problem
    Liu, Wanfeng
    Li, Xia
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [24] Multiobjective Vehicle Routing Problem with Route Balance Based on Genetic Algorithm
    Zhou, Wei
    Song, Tingxin
    He, Fei
    Liu, Xi
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2013, 2013
  • [25] Target aiming Pareto search and its application to the vehicle routing problem with route balancing
    Jozefowiez, Nicolas
    Semet, Frederic
    Talbi, El-Ghazali
    JOURNAL OF HEURISTICS, 2007, 13 (05) : 455 - 469
  • [26] Target aiming Pareto search and its application to the vehicle routing problem with route balancing
    Nicolas Jozefowiez
    Frédéric Semet
    El-Ghazali Talbi
    Journal of Heuristics, 2007, 13 : 455 - 469
  • [27] An improved evolutionary algorithm for dynamic vehicle routing problem with time windows
    Wang, Jiang-qing
    Tong, Xiao-nian
    Li, Zi-mao
    COMPUTATIONAL SCIENCE - ICCS 2007, PT 4, PROCEEDINGS, 2007, 4490 : 1147 - +
  • [28] Evolutionary Algorithm based on Partition Crossover (EAPX) for the Vehicle Routing Problem
    Tlili, Takwa
    Chicano, Francisco
    Krichen, Saoussen
    Alba, Enrique
    2015 INTERNATIONAL CONFERENCE ON INTELLIGENT NETWORKING AND COLLABORATIVE SYSTEMS IEEE INCOS 2015, 2015, : 169 - 175
  • [29] A DISTRIBUTED EVOLUTIONARY ALGORITHM WITH A SUPERLINEAR SPEEDUP FOR SOLVING THE VEHICLE ROUTING PROBLEM
    Puljic, Krunoslav
    Manger, Robert
    COMPUTING AND INFORMATICS, 2012, 31 (03) : 675 - 692
  • [30] Quantum Evolutionary Algorithm for Vehicle Routing Problem with Simultaneous Delivery and Pickup
    Hu Feng-jun
    Wu Bin
    PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009), 2009, : 5097 - 5101