An artificial immune system based algorithm to solve unequal area facility layout problem

被引:69
|
作者
Ulutas, Berna Haktanirlar [1 ]
Kulturel-Konak, Sadan [2 ]
机构
[1] Eskisehir Osmangazi Univ, Dept Ind Engn, TR-26480 Meselik, Eskisehir, Turkey
[2] Penn State Berks, Management Informat Syst, Reading, PA 19610 USA
关键词
Artificial immune system; Clonal selection algorithm; Unequal area facility layout problem; Flexible bay structure; DESIGN; OPTIMIZATION; UNCERTAINTY;
D O I
10.1016/j.eswa.2011.11.046
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study introduces an artificial immune system (AIS) based algorithm to solve the unequal area facility layout problem (FLP) with flexible bay structure (FBS). The proposed clonal selection algorithm (CSA) has a new encoding and a novel procedure to cope with dummy departments that are introduced to fill the empty space in the facility area. The algorithm showed consistent performance for the 25 test problem cases studied. The problems with 100 and 125 were studied with FBS first time in the literature. CSA provided four new best FBS solutions and reached to sixteen best-so-far FBS solutions. Further, the two very large size test problems were solved first time using FBS representation, and results significantly improved the previous best known solutions. The overall results state that CSA with FBS representation was successful in 95.65% of the test problems when compared with the best-so-far FBS results and 90.90% compared with the best known solutions that have not used FBS representation. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:5384 / 5395
页数:12
相关论文
共 50 条
  • [41] A novel multi-objective Interactive Coral Reefs Optimization algorithm for the Unequal Area Facility Layout Problem
    Garcia-Hernandez, L.
    Salas-Morera, L.
    Carmona-Munoz, C.
    Abraham, A.
    Salcedo-Sanz, S.
    SWARM AND EVOLUTIONARY COMPUTATION, 2020, 55 (55)
  • [42] An integrated method to solve the healthcare facility layout problem under area constraints
    Ling Gai
    Jiandong Ji
    Journal of Combinatorial Optimization, 2019, 37 : 95 - 113
  • [43] An integrated method to solve the healthcare facility layout problem under area constraints
    Gai, Ling
    Ji, Jiandong
    JOURNAL OF COMBINATORIAL OPTIMIZATION, 2019, 37 (01) : 95 - 113
  • [44] A methodology for solving the unequal area facility layout problem using distance and shape-based measures
    Logendran, R
    Kriausakul, T
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2006, 44 (07) : 1243 - 1272
  • [45] Multi-objective particle swarm optimization algorithm based on objective space division for the unequal-area facility layout problem
    Liu, Jingfa
    Zhang, Huiyun
    He, Kun
    Jiang, Shengyi
    EXPERT SYSTEMS WITH APPLICATIONS, 2018, 102 : 179 - 192
  • [46] A Quaternion Firefly Algorithm to Solve a Multi-row Facility Layout Problem
    Tavakkoli-Moghaddam, R.
    Torabi, N.
    Ghaseminejad, A.
    INTERNATIONAL JOURNAL OF ENGINEERING, 2015, 28 (11): : 1605 - 1613
  • [47] Metaheuristics for fuzzy dynamic facility layout problem with unequal area constraints and closeness ratings
    Samarghandi, H. (umsamarg@cc.umanitoba.ca), 1600, Springer London (67): : 9 - 12
  • [48] A New Discrete Bi-objective Formulation of Unequal Area Facility Layout Problem
    Matai, R.
    Sharma, R. R. K.
    Singh, V
    Singh, S. P.
    Trinika
    2021 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEE IEEM21), 2021, : 778 - 782
  • [49] Metaheuristics for fuzzy dynamic facility layout problem with unequal area constraints and closeness ratings
    Hamed Samarghandi
    Pouria Taabayan
    Mehdi Behroozi
    The International Journal of Advanced Manufacturing Technology, 2013, 67 : 2701 - 2715
  • [50] Metaheuristics for fuzzy dynamic facility layout problem with unequal area constraints and closeness ratings
    Samarghandi, Hamed
    Taabayan, Pouria
    Behroozi, Mehdi
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2013, 67 (9-12): : 2701 - 2715