Iterated local search for the quadratic assignment problem

被引:183
作者
Stuetzle, Thomas [1 ]
机构
[1] Tech Univ Darmstadt, FB Informat, FG Intellektik, D-64283 Darmstadt, Germany
关键词
iterated local search; quadratic assignment problem; run-time distributions; search space analysis;
D O I
10.1016/j.ejor.2005.01.066
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Iterated local search (ILS) is a simple and powerful stochastic local search method. This article presents and analyzes the application of ILS to the quadratic assignment problem (QAP). We justify the potential usefulness of an ILS approach to this problem by an analysis of the QAP search space. However, an analysis of the run-time behavior of a basic ILS algorithm reveals a stagnation behavior which strongly compromises its performance. To avoid this stagnation behavior, we enhance the ILS algorithm using acceptance criteria that allow moves to worse local optima and we propose population-based ILS extensions. An experimental evaluation of the enhanced ILS algorithms shows their excellent performance when compared to other state-of-the-art algorithms for the QAP. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:1519 / 1539
页数:21
相关论文
共 50 条
  • [1] [Anonymous], DIMACS SERIES DISCRE
  • [2] [Anonymous], 2002, COMB OPT (SER)
  • [3] Solving large quadratic assignment problems on computational grids
    Anstreicher, K
    Brixius, N
    Goux, JP
    Linderoth, J
    [J]. MATHEMATICAL PROGRAMMING, 2002, 91 (03) : 563 - 588
  • [4] Guided local search with shifting bottleneck for job shop scheduling
    Balas, E
    Vazacopoulos, A
    [J]. MANAGEMENT SCIENCE, 1998, 44 (02) : 262 - 275
  • [5] PARALLEL BIASED SEARCH FOR COMBINATORIAL OPTIMIZATION - GENETIC ALGORITHMS AND TABU
    BATTITI, R
    TECCHIOLLI, G
    [J]. MICROPROCESSORS AND MICROSYSTEMS, 1992, 16 (07) : 351 - 367
  • [6] Battiti R., 1994, ORSA Journal on Computing, V6, P126, DOI 10.1287/ijoc.6.2.126
  • [7] BAUM EB, 1986, UNPUB ITERATED DESCE
  • [8] Bentley J. L., 1992, ORSA Journal on Computing, V4, P387, DOI 10.1287/ijoc.4.4.387
  • [9] Boese K. D., 1996, THESIS U CALIFORNIA
  • [10] BRIXIUS NW, 2001, STEINBERG WIRING PRO