Using clustering analysis location-routing in a capacitated problem

被引:222
作者
Barreto, Sergio [1 ]
Ferreira, Carlos
Paixao, Jose
Sousa Santos, Beatriz
机构
[1] Univ Aveiro, Higher Inst Accounting & Adm, ISCA, Aveiro, Portugal
[2] Univ Aveiro, Dept Econ Management & Ind Engn, Aveiro, Portugal
[3] Univ Aveiro, Dept Elect & Telecommun IEETA, Aveiro, Portugal
[4] Univ Lisbon, Dept Stat & Operat Res, P-1699 Lisbon, Portugal
[5] Univ Lisbon, Ctr Operat Res, P-1699 Lisbon, Portugal
关键词
combinatorial optimization; distribution; heuristics; cluster analysis; location-routing;
D O I
10.1016/j.ejor.2005.06.074
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The location routing problem (LRP) appears as a combination of two difficult problems: the facility location problem (FLP) and the vehicle routing problem (VRP). In this work, we consider a discrete LRP with two levels: a set of potential capacitated distribution centres (DC) and a set of ordered customers. In our problem we intend to determine the set of installed DCs as well as the distribution routes (starting and ending at the DC). The problem is also constrained with capacities on the vehicles. Moreover, there is a homogeneous fleet of vehicles, carrying a single product and each customer is visited just once. As an objective we intend to minimize the routing and location costs. Several authors have integrated cluster analysis procedures in heuristics for LRPs. As a contribution to this direction, in this work several hierarchical and non-hierarchical clustering techniques (with several proximity functions) are integrated in a sequential heuristic algorithm for the above mentioned LRP model. All the versions obtained using different grouping procedures were tested on a large number of instances (adapted from data in the literature) and the results were compared so as to obtain some guidelines concerning the choice of a suitable clustering technique. (c) 2006 Published by Elsevier B.V.
引用
收藏
页码:968 / 977
页数:10
相关论文
共 40 条
[1]  
Anderberg M.R., 1973, Probability and Mathematical Statistics
[2]  
[Anonymous], 2001, White Paper
[3]  
Balakrishnan A., 1987, American Journal of Mathematical and Management Sciences, V7, P35
[4]  
Barreto S., 2004, THESIS U AVEIRO AVEI
[5]  
BARRETO SS, 2003, P 6 C AL EST INV OP, P93
[6]  
BARRETO SS, 2003, 14 M EUR WORK GROUP
[7]   MONTE-CARLO COMPARISONS OF SELECTED CLUSTERING PROCEDURES [J].
BAYNE, CK ;
BEAUCHAMP, JJ ;
BEGOVICH, CL ;
KANE, VE .
PATTERN RECOGNITION, 1980, 12 (02) :51-62
[8]  
Bodin Lawrence., 1975, COMPUTERS URBAN SOC, V1, P11, DOI 10.1016/0305-7097(75)90003-4
[9]  
Bramel J., 1997, The Logic of Logistics
[10]   THE HAMILTONIAN RHO-MEDIAN PROBLEM [J].
BRANCO, IM ;
COELHO, JD .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1990, 47 (01) :86-95