Edge Assembly-Based Memetic Algorithm for the Capacitated Vehicle Routing Problem

被引:71
作者
Nagata, Yuichi [1 ]
Braysy, Olli [2 ]
机构
[1] Tokyo Inst Technol, Interdisciplinary Grad Sch Sci & Engn, Midori Ku, Kanagawa 2268502, Japan
[2] Univ Jyvaskyla, Agora Innord Lab, Agora Ctr, FI-40014 Jyvaskyla, Finland
关键词
vehicle routing; metaheuristics; memetic algorithm; evolutionary algorithm; GUIDED EVOLUTION STRATEGIES; TABU SEARCH;
D O I
10.1002/net.20333
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Vehicle routing problems are at the heart of most decision support systems for real-life distribution problems. In vehicle routing problem a set of routes must be determined at lowest total cost for a number of resources (i.e., fleet of vehicles) located at one or several points (e.g., depots, warehouses) to efficiently service a number of demand or supply points. In this article a new memetic algorithm is suggested for the standard capacitated vehicle routing problem. The proposed algorithm combines the edge assembly (EAX) crossover with well-known local searches and allows for infeasible solutions with respect to capacity and route duration constraints after invoking the crossover. To address the constraint violation, an efficient modification algorithm is also suggested. Experimental tests on 47 standard benchmarks demonstrate that the suggested method is robust and competitive, finding new best-known solution to 20 well-studied instances and repeating the existing best-known solution for 24 problems in a reasonable computing time. (C) 2009 Wiley Periodicals, Inc. NETWORKS, Vol. 54(4), 205-215 2009
引用
收藏
页码:205 / 215
页数:11
相关论文
共 39 条
  • [1] Computing nine new best-so-far solutions for capacitated VRP with a cellular genetic algorithm
    Alba, Enrique
    Dorronsoro, Bernabe
    [J]. INFORMATION PROCESSING LETTERS, 2006, 98 (06) : 225 - 230
  • [2] Bramel J, 2002, SIAM MONOG DISCR MAT, P85
  • [3] Christofides N., 1979, Combinatorial optimization, P315
  • [4] Cordeau J.-F., 2005, LOGISTICS SYSTEMS DE, P279, DOI DOI 10.1007/0-387-24977-X_9
  • [5] Cordeau JF, 2007, HBK OPERAT RES MANAG, V14, P367, DOI 10.1016/S0927-0507(06)14006-2
  • [6] Cordeau JF, 2006, INT SER OPER RES MAN, V88, P151, DOI 10.1007/0-387-32942-0_6
  • [7] Cordeau JF, 2002, J OPER RES SOC, V53, P512, DOI 10.1057/palgrave.jors.2601319
  • [8] THE TRUCK DISPATCHING PROBLEM
    DANTZIG, GB
    RAMSER, JH
    [J]. MANAGEMENT SCIENCE, 1959, 6 (01) : 80 - 91
  • [9] A memetic algorithm and a tabu search for the multi-compartment vehicle routing problem
    El Fallahi, Abdellah
    Prins, Christian
    Calvo, Roberto Wolfler
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2008, 35 (05) : 1725 - 1741
  • [10] THE TRAVELING-SALESMAN PROBLEM
    FLOOD, MM
    [J]. OPERATIONS RESEARCH, 1956, 4 (01) : 61 - 75