Explicit consideration of multiple objectives in cellular manufacturing

被引:8
|
作者
Dimopoulos, C. [1 ]
机构
[1] Cyprus Coll, Sch Engn & Comp Sci, CY-1516 Nicosia, Cyprus
关键词
cellular manufacturing; multi-objective optimization; cell-formation problem; evolutionary algorithms; genetic programming; NSGA;
D O I
10.1080/03052150701351631
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Although many methodologies have been proposed for solving the cell-formation problem, few of them explicitly consider the existence of multiple objectives in the design process. In this article, the development of multi-objective genetic programming single-linkage cluster analysis (GP-SLCA), an evolutionary methodology for the solution of the multi-objective cell-formation problem, is described. The proposed methodology combines an existing algorithm for the solution of single-objective cell-formation problems with NSGA-II, an elitist evolutionary multi-objective optimization technique. Multi-objective GP-SLCA is able to generate automatically a set of non-dominated solutions for a given multi-objective cell-formation problem. The benefits of the proposed approach are illustrated using an example test problem taken from the literature and an industrial case study.
引用
收藏
页码:551 / 565
页数:15
相关论文
共 50 条
  • [1] Scheduling in flowshop and cellular manufacturing systems with multiple objectives - A genetic algorithmic approach
    Sridhar, J
    Rajendran, C
    PRODUCTION PLANNING & CONTROL, 1996, 7 (04) : 374 - 382
  • [2] Balancing multiple objectives with anarchic manufacturing
    Ma, Andrew
    Nassehi, Aydin
    Snider, Chris
    29TH INTERNATIONAL CONFERENCE ON FLEXIBLE AUTOMATION AND INTELLIGENT MANUFACTURING (FAIM 2019): BEYOND INDUSTRY 4.0: INDUSTRIAL ADVANCES, ENGINEERING EDUCATION AND INTELLIGENT MANUFACTURING, 2019, 38 : 1453 - 1460
  • [3] Consideration of multiple objectives in horizontal cooperation with an application to transportation planning
    Kimms, Alf
    Kozeletskyi, Igor
    IISE TRANSACTIONS, 2017, 49 (12) : 1160 - 1171
  • [4] Reliability consideration in the design and analysis of cellular manufacturing systems
    Das, K.
    Lashkari, R. S.
    Sengupta, S.
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2007, 105 (01) : 243 - 262
  • [5] Design of Cellular Manufacturing Systems with Labor and Tools Consideration
    Al-Ahmari, Abdulrahman
    Alharbi, Khaled
    CIE: 2009 INTERNATIONAL CONFERENCE ON COMPUTERS AND INDUSTRIAL ENGINEERING, VOLS 1-3, 2009, : 678 - 683
  • [6] CONSIDERATION OF MULTIPLE OBJECTIVES IN EVALUATION OF CORPORATE-DECISION MODELS
    KNOLMAYER, G
    ZEITSCHRIFT FUR BETRIEBSWIRTSCHAFT, 1980, 50 (01): : 59 - 67
  • [7] Single machine scheduling with multiple objectives in semiconductor manufacturing
    Amit Kumar Gupta
    Appa Iyer Sivakumar
    The International Journal of Advanced Manufacturing Technology, 2005, 26 : 950 - 958
  • [8] Single machine scheduling with multiple objectives in semiconductor manufacturing
    Gupta, AK
    Sivakumar, AI
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2005, 26 (9-10): : 950 - 958
  • [9] A genetic algorithm for manufacturing cell formation with multiple routes and multiple objectives
    Zhao, CW
    Wu, ZM
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2000, 38 (02) : 385 - 395
  • [10] CONSIDERATION OF MULTIPLE OBJECTIVES IN EVALUATION OF CORPORATE-DECISION MODELS - REPLY
    CZERANOWSKY, G
    ZEITSCHRIFT FUR BETRIEBSWIRTSCHAFT, 1980, 50 (01): : 68 - 69