A hybrid 'bee(s) algorithm' for solving container loading problems

被引:35
作者
Dereli, Turkay [1 ]
Das, Gulesin Sena [2 ]
机构
[1] Gaziantep Univ, Dept Ind Engn, Gaziantep, Turkey
[2] ARDEB MAG, TUBITAK, Engn Res Support Grp, Ankara, Turkey
关键词
Logistics; Packing problem; Container loading; Bee(s) algorithm; Meta-heuristics; OPTIMIZATION ALGORITHM; MATING OPTIMIZATION; HEURISTICS; HONEYBEES; TYPOLOGY;
D O I
10.1016/j.asoc.2010.11.017
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a hybrid algorithm to solve container loading problems in which the aim is to load a set of rectangular items (boxes) into a single rectangular large object (container) in order to maximize the total volume of packed boxes. The algorithm is obtained by hybridizing a heuristic filling procedure with a new population based optimization algorithm, namely; 'bee(s) algorithm' (BA). Inspired from the algorithm introduced by [40], the proposed BA algorithm is designed to work with discrete variables. For this purpose, different operators (to reach neighborhood solutions) are used. The proposed hybrid BA algorithm is tested in the context of two well-known sets of test problems available in the literature. Implications of the results are also discussed. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:2854 / 2862
页数:9
相关论文
共 51 条
  • [21] Gehring H., 2002, International Transactions in Operational Research, V9, P497, DOI 10.1111/1475-3995.00369
  • [22] Gehring H., 1997, International Transactions in Operational Research, V4, P401, DOI DOI 10.1111/J.1475-3995.1997.TB00095.X
  • [23] A HEURISTIC FOR PACKING BOXES INTO A CONTAINER
    GEORGE, JA
    ROBINSON, DF
    [J]. COMPUTERS & OPERATIONS RESEARCH, 1980, 7 (03) : 147 - 156
  • [24] HADDAD OB, 2004, 1 INT C MAN RIV 21 C, P499
  • [25] HE K, 2009, OPTIMIZATION METHODS, P1
  • [26] Karaboga D, 2008, APPL SOFT COMPUT, V8, P687, DOI 10.1016/j.asoc.2007.05.007
  • [27] A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm
    Karaboga, Dervis
    Basturk, Bahriye
    [J]. JOURNAL OF GLOBAL OPTIMIZATION, 2007, 39 (03) : 459 - 471
  • [28] A new ant colony optimization algorithm for the multidimensional Knapsack problem
    Kong, Min
    Tian, Peng
    Kao, Yucheng
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2008, 35 (08) : 2672 - 2683
  • [29] Using artificial bees to solve partitioning and scheduling problems in codesign
    Koudil, Mouloud
    Benatchba, Karima
    Tarabet, Amina
    Sahraoui, El Batoul
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2007, 186 (02) : 1710 - 1722
  • [30] 3-D container packing heuristics
    Lim, A
    Rodrigues, B
    Yang, Y
    [J]. APPLIED INTELLIGENCE, 2005, 22 (02) : 125 - 134