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

被引:128
|
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 50 条
  • [1] An Ant Colony Optimization Algorithm for Waste Collection Vehicle Routing with Time Windows, Driver Rest Period and Multiple Disposal Facilities
    Islam, Raihanul
    Rahman, M. Sohel
    [J]. 2012 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV), 2012, : 774 - 779
  • [2] Waste collection vehicle routing problem with time windows
    Kim, Byung-In
    Kim, Seongbae
    Sahoo, Surya
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2006, 33 (12) : 3624 - 3642
  • [3] An ILS Heuristic for the Waste Collection Vehicle Routing Problem with Time Windows
    Campos, Alba A.
    Arroyo, Jose Elias C.
    [J]. INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA 2016), 2017, 557 : 889 - 899
  • [4] Metaheuristics with disposal facility positioning for the waste collection VRP with time windows
    A. M. Benjamin
    J. E. Beasley
    [J]. Optimization Letters, 2013, 7 : 1433 - 1449
  • [5] Metaheuristics with disposal facility positioning for the waste collection VRP with time windows
    Benjamin, A. M.
    Beasley, J. E.
    [J]. OPTIMIZATION LETTERS, 2013, 7 (07) : 1433 - 1449
  • [6] Simulated annealing metaheuristics for the vehicle routing problem with time windows
    Chiang, WC
    Russell, RA
    [J]. ANNALS OF OPERATIONS RESEARCH, 1996, 63 : 3 - 27
  • [7] Two evolutionary metaheuristics for the vehicle routing problem with time windows
    Homberger, J
    Gehring, H
    [J]. INFOR, 1999, 37 (03) : 297 - 318
  • [8] Vehicle routing problem with time windows, part II:: Metaheuristics
    Bräysy, I
    Gendreau, M
    [J]. TRANSPORTATION SCIENCE, 2005, 39 (01) : 119 - 139
  • [9] The waste collection vehicle routing problem with time windows in a city logistics context
    Buhrkal, Katja
    Larsen, Allan
    Ropke, Stefan
    [J]. SEVENTH INTERNATIONAL CONFERENCE ON CITY LOGISTICS, 2012, 39 : 241 - 254
  • [10] A Memetic Algorithm for Waste Collection Vehicle Routing Problem with Time Windows and Conflicts
    Thai Tieu Minh
    Tran Van Hoai
    Tran Thi Nhu Nguyet
    [J]. COMPUTATIONAL SCIENCE AND ITS APPLICATIONS, PT I, 2013, 7971 : 485 - 499