Ant colony optimization for solving an industrial layout problem

被引:76
|
作者
Hani, Y. [1 ]
Arnodeo, L. [1 ]
Yalaoui, F. [1 ]
Chen, H. [1 ]
机构
[1] Univ Technol Troyes, CNRS 2732, ISTITOSI, F-10010 Troyes, France
关键词
layout problem; quadratic assignment problem; ant colony optimization; guided local search;
D O I
10.1016/j.ejor.2006.10.032
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper presents ACO-GLS, a hybrid ant colony optimization approach coupled with a guided local search, applied to a layout problem. ACO-GLS is applied to an industrial case, in a train maintenance facility of the French railway system (SNCF). Results show that an improvement of near 20% is achieved with respect to the actual layout. Since the problem is modeled as a quadratic assignment problem (QAP), we compared our approach with some of the best heuristics available for this problem. Experimental results show that ACO-GLS performs better for small instances, while its performance is still satisfactory for large instances. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:633 / 642
页数:10
相关论文
共 50 条
  • [1] Ant Colony Optimization for Solving University Facility Layout Problem
    Jani, Nurul Hafiza Mohd
    Radzi, Nor Haizan Mohd
    Ngadiman, Mohd Salihin
    [J]. PROCEEDINGS OF THE 20TH NATIONAL SYMPOSIUM ON MATHEMATICAL SCIENCES (SKSM20): RESEARCH IN MATHEMATICAL SCIENCES: A CATALYST FOR CREATIVITY AND INNOVATION, PTS A AND B, 2013, 1522 : 1355 - 1359
  • [2] Solving job shop layout problem using ant colony optimization technique
    Jain, PK
    Sharma, PK
    [J]. INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOL 1-4, PROCEEDINGS, 2005, : 288 - 292
  • [3] Solving the multiple level warehouse layout problem using ant colony optimization
    Arnaout, Jean-Paul
    ElKhoury, Caline
    Karayaz, Gamze
    [J]. OPERATIONAL RESEARCH, 2020, 20 (01) : 473 - 490
  • [4] Solving the multiple level warehouse layout problem using ant colony optimization
    Jean-Paul Arnaout
    Caline ElKhoury
    Gamze Karayaz
    [J]. Operational Research, 2020, 20 : 473 - 490
  • [5] An improved construction approach using ant colony optimization for solving the dynamic facility layout problem
    Zouein, Pierrette P.
    Kattan, Sarah
    [J]. JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2022, 73 (07) : 1517 - 1531
  • [6] Solving the facility and layout and location problem by ant-colony optimization-meta heuristic
    Pour, Hamid Davoud
    Nosraty, Mostafa
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2006, 44 (23) : 5187 - 5196
  • [7] On ant colony algorithm for solving continuous optimization problem
    Li Hong
    Xiong Shibo
    [J]. 2008 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING, PROCEEDINGS, 2008, : 1450 - 1453
  • [8] Ant colony optimization for solving the cuadratic assignment problem
    Reyes Montero, Alfredo
    Sanchez Lopez, Abraham
    [J]. 2015 FOURTEENTH MEXICAN INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (MICAI), 2015, : 182 - 187
  • [9] Solving the Attribute Reduction Problem with Ant Colony Optimization
    Yu, Hong
    Wang, Guoyin
    Lan, Fakuan
    [J]. TRANSACTIONS ON ROUGH SETS XIII, 2011, 6499 : 240 - 259
  • [10] Solving the Attribute Reduction Problem with Ant Colony Optimization
    Yu, Hong
    Wang, Guoyin
    Lan, Fakuan
    [J]. ROUGH SETS AND CURRENT TRENDS IN COMPUTING, PROCEEDINGS, 2008, 5306 : 242 - 251