Metaheuristics for the waste collection vehicle routing problem with time windows, driver rest period and multiple disposal facilities

被引:142
作者
Benjamin, A. M. [1 ]
Beasley, J. E. [1 ]
机构
[1] Brunel Univ, CARISMA, Uxbridge UB8 3PH, Middx, England
关键词
Waste collection; Vehicle routing; Tabu search; Variable neighbourhood search; Variable neighbourhood tabu search; VARIABLE NEIGHBORHOOD SEARCH; POSTMAN PROBLEM; OPTIMIZATION; ALGORITHMS; TRANSPORT; SYSTEM;
D O I
10.1016/j.cor.2010.03.019
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this problem there is a set of waste disposal facilities, a set of customers at which waste is collected and an unlimited number of homogeneous vehicles based at a single depot. Empty vehicles leave the depot and collect waste from customers, emptying themselves at the waste disposal facilities as and when necessary. Vehicles return to the depot empty. We take into consideration time windows associated with customers, disposal facilities and the depot. We also have a driver rest period. The problem is solved heuristically. A neighbour set is defined for each customer as the set of customers that are close, but with compatible time windows. A procedure that attempts to fully utilise a vehicle is used to obtain an initial solution, with this initial solution being improved using an interchange procedure. We present two metaheuristic algorithms using tabu search and variable neighbourhood search that are based around the neighbour sets. We also present a metaheuristic based on variable neighbourhood tabu search, where the variable neighbourhood is searched via tabu search. Computational results are presented for publicly available waste collection problems involving up to 2092 customers and 19 waste disposal facilities, which indicate that our algorithms produce better quality solutions than previous work presented in the literature. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2270 / 2280
页数:11
相关论文
共 39 条
[1]   Improvement and modification of the routing system for the health-care waste collection and transportation in Istanbul [J].
Alagoz, Aylin Zeren ;
Kocasoy, Guenay .
WASTE MANAGEMENT, 2008, 28 (08) :1461-1471
[2]   The periodic vehicle routing problem with intermediate facilities [J].
Angelelli, E ;
Speranza, MG .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2002, 137 (02) :233-247
[3]   The application of a vehicle routing model to a waste-collection problem: two case studies [J].
Angelelli, E ;
Speranza, MG .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2002, 53 (09) :944-952
[4]  
[Anonymous], 1993, Modern Heuristics Technics for Combinatorial Problems: Tabu Search pp
[5]  
[Anonymous], 1997, TABU SEARCH
[6]   Vehicle routing in the 1-skip collection problem [J].
Archetti, C ;
Speranza, MG .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2004, 55 (07) :717-727
[7]   The multiple disposal facilities and multiple inventory locations rollon-rolloff vehicle routing problem [J].
Baldacci, R ;
Bodin, L ;
Mingozzi, A .
COMPUTERS & OPERATIONS RESEARCH, 2006, 33 (09) :2667-2702
[8]   The rollon-rolloff vehicle routing problem [J].
Bodin, L ;
Mingozzi, A ;
Baldacci, R ;
Ball, M .
TRANSPORTATION SCIENCE, 2000, 34 (03) :271-288
[9]  
Cordeau JF, 1997, NETWORKS, V30, P105, DOI 10.1002/(SICI)1097-0037(199709)30:2<105::AID-NET5>3.0.CO
[10]  
2-G