An effective memetic algorithm for the cumulative capacitated vehicle routing problem

被引:151
|
作者
Ngueveu, Sandra Ulrich [1 ]
Prins, Christian [1 ]
Calvo, Roberto Wolfler [2 ]
机构
[1] Univ Technol Troyes, Inst Charles Delaunay LOSI, F-10000 Troyes, France
[2] Univ Paris 13, Lab Informat, LIPN, UMR 7030, F-93430 Villetaneuse, France
关键词
Metaheuristic; Cumulative capacitated vehicle routing problem; Traveling repairman problem; Routing for relief; Memetic algorithm; MINIMUM;
D O I
10.1016/j.cor.2009.06.014
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The cumulative capacitated vehicle routing problem (CCVRP) is a transportation problem which occurs when the objective is to minimize the sum of arrival times at customers, instead of the classical route length, subject to vehicle capacity constraints. This type of challenges arises whenever priority is given to the satisfaction of the customer need, e.g. vital goods supply or rescue after a natural disaster. The CCVRP generalizes the NP-hard traveling repairman problem (TRP), by adding capacity constraints and a homogeneous vehicle fleet. This paper presents the first upper and lower bounding procedures for this new problem. The lower bounds are derived from CCVRP properties. Upper bounds are given by a memetic algorithm using non-trivial evaluations of cost variations in the local search. Good results are obtained not only on the CCVRP, but also on the special case of the TRP, outperforming the only TRP metaheuristic published. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1877 / 1885
页数:9
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