A fuzzy clustering algorithm for manufacturing cell formation

被引:0
|
作者
Li, J [1 ]
Xu, Y [1 ]
Wang, YF [1 ]
机构
[1] Hebei Univ Tech, Sch Management, Shijiazhuang 300130, Peoples R China
关键词
fuzzy C-means; manufacturing cell formation; cellular manufacturing;
D O I
暂无
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This paper presents a fuzzy clustering algorithm based on Fuzzy C-Means to solve the manufacturing cell formation problems. The proposed algorithm, which uses the modified distance function and a solution selecting procedure (to identify the best solution) in FCM, remedies the major weaknesses of original FCM clustering. We test the performance of the proposed algorithm with 45 generated data sets. Our experiments show that the proposed approach performs better than the original FCM significantly.
引用
收藏
页码:768 / 772
页数:5
相关论文
共 50 条
  • [31] Study on Fuzzy Clustering Algorithm
    Xue, Shi-Long
    2011 16TH INTERNATIONAL CONFERENCE ON METHODS AND MODELS IN AUTOMATION AND ROBOTICS, 2011, : 326 - 329
  • [32] A novel fuzzy clustering algorithm
    Yang, MS
    Wu, KL
    Yu, J
    2003 IEEE INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN ROBOTICS AND AUTOMATION, VOLS I-III, PROCEEDINGS, 2003, : 647 - 652
  • [33] A simulated annealing algorithm for manufacturing cell formation problems
    Wu, Tai-Hsi
    Chang, Chin-Chih
    Chung, Shu-Hsing
    EXPERT SYSTEMS WITH APPLICATIONS, 2008, 34 (03) : 1609 - 1617
  • [34] A novel hybrid algorithm for manufacturing cell formation problem
    Danilovic, Milos
    Ilic, Oliver
    EXPERT SYSTEMS WITH APPLICATIONS, 2019, 135 : 327 - 350
  • [35] A hybrid algorithm for fuzzy clustering
    Che, Z. H.
    EUROPEAN JOURNAL OF INDUSTRIAL ENGINEERING, 2012, 6 (01) : 50 - 67
  • [36] A Fuzzy Paradigmatic Clustering Algorithm
    Amirjavid, Farzad
    Barak, Sasan
    Nemati, Hamidreza
    IFAC PAPERSONLINE, 2019, 52 (13): : 2360 - 2365
  • [37] Another fuzzy clustering algorithm
    Cherkassky, V
    Lee, Y
    PROGRESS IN CONNECTIONIST-BASED INFORMATION SYSTEMS, VOLS 1 AND 2, 1998, : 518 - 521
  • [38] Genetic algorithm for fuzzy clustering
    Zhao, LH
    Tsujimura, Y
    Gen, M
    1996 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '96), PROCEEDINGS OF, 1996, : 716 - 719
  • [39] Novel Fuzzy Clustering Algorithm for Fuzzy Data
    Agarwal, Vijyant
    2015 EIGHTH INTERNATIONAL CONFERENCE ON CONTEMPORARY COMPUTING (IC3), 2015, : 155 - 161
  • [40] Fuzzy Distance Measure and Fuzzy Clustering Algorithm
    Beg, Ismat
    Rashid, Tabasam
    JOURNAL OF INTERDISCIPLINARY MATHEMATICS, 2015, 18 (05) : 471 - 492