Component grouping for GT applications—a fuzzy clustering approach with validity measure

作者: N. N. Z. GINDY , T. M. RATCHEV , K. CASE

DOI: 10.1080/00207549508904828

关键词: Computer-integrated manufacturingComponent (UML)Data miningBasis (linear algebra)Measure (data warehouse)Fuzzy clusteringCellular manufacturingFuzzy logicGroup technologyMathematicsArtificial intelligence

摘要: The variety of the currently available component grouping methodologies and algorithms provide a good theoretical basis for implementing GT principles in cellular manufacturing environments. However, practical application approaches can be further enhanced through extensions to widely used development criteria partitioning components into an ‘optimum’ number groups. Extensions fuzzy clustering algorithm definition new validity measure are proposed this paper. These aimed at improving applicability approach family formation Component is based upon assessing compactness within group overlapping between developed methodology experimentally demonstrated using industrial case study several well known examples from published literature.

参考文章(21)
James C. Bezdek, Fip, Analysis of fuzzy information CRC Press. ,(1987)
Jian-kang Li, Hsu-Pin Wang, Computer-Aided Process Planning ,(1991)
Robert L. Cannon, Jitendra V. Dave, James C. Bezdek, Efficient Implementation of the Fuzzy c-Means Clustering Algorithms IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. PAMI-8, pp. 248- 255 ,(1986) , 10.1109/TPAMI.1986.4767778
James C. Bezdek, A Convergence Theorem for the Fuzzy ISODATA Clustering Algorithms IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 2, pp. 1- 8 ,(1980) , 10.1109/TPAMI.1980.4766964
X.L. Xie, G. Beni, A validity measure for fuzzy clustering IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 13, pp. 841- 847 ,(1991) , 10.1109/34.85677
GUNTER PURCHECK, Machine-component group formation: an heuristic method for flexible production cells and flexible manufacturing systems International Journal of Production Research. ,vol. 23, pp. 911- 943 ,(1985) , 10.1080/00207548508904757
N. Singh, Design of cellular manufacturing systems: An invited review European Journal of Operational Research. ,vol. 69, pp. 284- 291 ,(1993) , 10.1016/0377-2217(93)90016-G
J. C. Dunn†, Well-Separated Clusters and Optimal Fuzzy Partitions Journal of Cybernetics. ,vol. 4, pp. 95- 104 ,(1974) , 10.1080/01969727408546059
A. VANNELLI, R. G. HALL, An eigenvector solution methodology for finding part-machine families International Journal of Production Research. ,vol. 31, pp. 325- 349 ,(1993) , 10.1080/00207549308956728
J. C. Bezdek, Numerical taxonomy with fuzzy sets Journal of Mathematical Biology. ,vol. 1, pp. 57- 71 ,(1974) , 10.1007/BF02339490