Sequencing mixed-model assembly lines with genetic algorithms

被引:66
|
作者
Leu, YY [1 ]
Matheson, LA [1 ]
Rees, LP [1 ]
机构
[1] VIRGINIA POLYTECH INST & STATE UNIV,RB PAMPLIN COLL BUSINESS,DEPT MANAGEMENT SCI,BLACKSBURG,VA 24061
关键词
D O I
10.1016/0360-8352(96)00050-2
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This research introduces the use of an artificial-intelligence based technique, genetic algorithms (GA), to solve mixed-model assembly-line sequencing problems. This paper shows how practitioners can comfortably implement this approach to solve practical problems. A substantial example is given for which GA produces a solution in just a matter of seconds that improves upon Toyota's Goal Chasing Algorithm. The new method is then investigated on a test bed of 80 problems. Results indicate GA generates an improved sequence over Goal Chasing on 50 of the problems and also shows a performance advantage of 2% across all 80 problems using Toyota's variability of parts consumption criterion. The paper concludes that further investigation to fine tune the GA methodology is warranted. It also points out that the GA approach can readily be used by practitioners to address a variety of managerial goals concurrently, such as inventory and work load equalization. Copyright (C) 1996 Elsevier Science Ltd
引用
收藏
页码:1027 / 1036
页数:10
相关论文
共 50 条
  • [1] Sequencing Mixed-Model Assembly Lines to Minimize the Variation of Parts Consumption by Hybrid Genetic Algorithms
    Wang, Binggang
    [J]. MACHINE DESIGN AND MANUFACTURING ENGINEERING, 2012, 566 : 253 - 256
  • [2] SEQUENCING JIT MIXED-MODEL ASSEMBLY LINES
    INMAN, RR
    BULFIN, RL
    [J]. MANAGEMENT SCIENCE, 1991, 37 (07) : 901 - 904
  • [3] Genetic algorithms for sequencing problems in mixed model assembly lines
    Ponnambalam, SG
    Aravindan, P
    Rao, MS
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2003, 45 (04) : 669 - 690
  • [4] Sequencing mixed-model assembly lines by considering feeding lines
    Fattahi, Parviz
    Tavakoli, Neda Beitollahi
    Fathollah, Mehdi
    Roshani, Abdolreza
    Salehi, Mohsen
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2012, 61 (5-8): : 677 - 690
  • [5] Sequencing mixed-model assembly lines by considering feeding lines
    Parviz Fattahi
    Neda Beitollahi Tavakoli
    Mehdi Fathollah
    Abdolreza Roshani
    Mohsen Salehi
    [J]. The International Journal of Advanced Manufacturing Technology, 2012, 61 : 677 - 690
  • [6] A review of the current applications of genetic algorithms in mixed-model assembly line sequencing
    Akgunduz, Onur Serkan
    Tunali, Semra
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2011, 49 (15) : 4483 - 4503
  • [7] OPTIMAL MIXED-MODEL SEQUENCING FOR BALANCED ASSEMBLY LINES
    DAREL, EM
    CUCUY, S
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 1977, 5 (03): : 333 - 342
  • [8] Balancing and sequencing of parallel mixed-model assembly lines
    Ozcan, Ugur
    Cercioglu, Hakan
    Gokcen, Hadi
    Toklu, Bilal
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2010, 48 (17) : 5089 - 5113
  • [9] A sequencing approach of models in mixed-model assembly lines
    Zheng Yongqian
    Wang Yunpeng
    Hu Bo
    Wang Yongsheng
    [J]. MECHANIKA, 2011, (04): : 418 - 422
  • [10] Production Orders Sequencing in Mixed-Model Assembly Lines
    Zemczak, Marcin
    [J]. ENGINEERING SOLUTIONS AND TECHNOLOGIES IN MANUFACTURING, 2014, 657 : 359 - 363