An Ant Colony Optimization Approach for the Machine-Part Cell Formation Problem

被引:0
|
作者
Mehdi Hosseinabadi Farahani
Leila Hosseini
机构
[1] University of Kurdistan,Department of Industrial Engineering
关键词
Cellular manufacturing; Machine-part cell formation; Ant colony optimization; Heuristics; Grouping efficacy;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, the problem of grouping machines and parts into cells (machine-part cell formation problem) is considered with the objective of minimizing grouping efficacy. An ant colony optimization algorithm is developed to solve such problem. In the proposed algorithm, solutions are constructed in a new manner, two heuristic algorithms are used to determine part families and machine cells and the similarity between parts is used as heuristic information. The proposed algorithm is experimented on 35 test problems from the literature which shows its advantage over existing algorithms. The algorithm improves the best known values of the grouping efficacy for 5 problems.
引用
收藏
页码:486 / 496
页数:10
相关论文
共 50 条
  • [21] Multivariate analysis model for machine-part cell formation problem in group technology
    Kitaoka, Masatoshi
    Nakamura, Rui
    Serizawa, Seiichi
    Usuki, Jun
    [J]. International Journal of Production Economics, 1999, 60 : 433 - 438
  • [22] Some clarifications on the use of Mahalanobis distance for the machine-part cell formation problem
    Gupta, N. Srinivasa
    Devika, D.
    Panpaliya, Vaibhav
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2014, 73 (5-8): : 783 - 794
  • [23] An Improved PBIL Algorithm for the Machine-Part Cell Formation
    Wang, Zhu
    Zhang, Qingbin
    Ma, Yanfang
    Zhang, Jing
    Liu, Yuan
    [J]. ADVANCED MECHANICAL ENGINEERING, PTS 1 AND 2, 2010, 26-28 : 498 - 501
  • [24] Estimation of Distribution Algorithms for the Machine-Part Cell Formation
    Zhan, Qingbin
    Liu, Bo
    Bi, Lihong
    Wang, Zhuangwei
    Ma, Boyuan
    [J]. ADVANCES IN COMPUTATION AND INTELLIGENCE, PROCEEDINGS, 2009, 5821 : 82 - +
  • [25] An Efficient Ant Colony Optimization Approach to Agent Coalition Formation Problem
    Ren, Zhigang
    Feng, Zuren
    Wang, Xiaonian
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 7879 - 7882
  • [26] Machine-Part Cell Formation Problems with Constraint Programming
    Soto, Ricardo
    Crawford, Broderick
    Almonacid, Boris
    Paredes, Fernando
    Loyola, Ernesto
    [J]. 2015 34TH INTERNATIONAL CONFERENCE OF THE CHILEAN COMPUTER SCIENCE SOCIETY (SCCC), 2015,
  • [27] A Cooperative Coevolution UMDA for the Machine-Part Cell Formation
    Zhang, Qingbin
    Liu, Bo
    Ma, Boyuan
    Wu, Song
    He, Yuanyuan
    [J]. INFORMATION COMPUTING AND APPLICATIONS, PT 1, 2010, 105 : 407 - +
  • [28] An ant colony optimization approach for the parallel machine scheduling problem with outsourcing allowed
    Roberto Fernandes Tavares Neto
    Moacir Godinho Filho
    Fabio Molina da Silva
    [J]. Journal of Intelligent Manufacturing, 2015, 26 : 527 - 538
  • [29] An ant colony optimization approach for the parallel machine scheduling problem with outsourcing allowed
    Tavares Neto, Roberto Fernandes
    Godinho Filho, Moacir
    da Silva, Fabio Molina
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2015, 26 (03) : 527 - 538
  • [30] CORA - a heuristic approach to machine-part cell formation in the presence of alternative process plans
    N. Sowmiya
    N. Srinivasa Gupta
    B. Valarmathi
    S. G. Ponnambalam
    [J]. The International Journal of Advanced Manufacturing Technology, 2017, 91 : 4275 - 4297