A neural network-based cell formation algorithm in cellular manufacturing

References

• ASKIN , R. G. , CRESSWELL , S. H. , GOLDBERG , J. B. , and VAKHARIA , A. J. , 1991 , A Hamiltonian path approach to reordering the part–machine matrix for cellular manufacturing . International Journal of Production Research , 29 , 1081 – 1100 .
   Web of Science ®Google Scholar
• BOE , W. J. , and CHENG , C H. , 1991 , A close neighbour algorithm for designing cellular manufacturing systems . International Journal of Production Research , 29 , 2097 – 2116 .
   Web of Science ®Google Scholar
• BURBIDGE , J. L. , 1975 , The Introduction of Group Technology ( London Heinemanni ).
   Google Scholar
• BURKE , L. I. , and KAMAL , S. , 1992 , Fuzzy ART for cellular manufacturing . In Intelligent Engineering Systems Through Artificial Neural Networks , 2 , Dagli et al. (eds) ( New York ASME Press ) , pp. 779 – 784 .
   Google Scholar
• CARPENTER , G. A. , and GROSSBERG , S. , 1986 , Neural dynamics of category learning and recognition attention, memory consolidation, and amnesia . In Brain Structure, Learning, and Memory , R. N. Davis and E. Wegman (eds) (AAAS Symposium Series) .
   Google Scholar
• CARPENTER , G. A. , and GROSSBERG , S. , 1987 , ART2 self-organization of stable category recognition codes for analog input patterns . Applied Optics , 26 , 4919 – 4930 .
   PubMed Web of Science ®Google Scholar
• CARPENTER , G. A. , and GROSSBERG , S. , 1988 , The ART of adaptive pattern recognition by a self-organizing neural network . Computer , 21(3) , 77 – 88 .
   Web of Science ®Google Scholar
• CARPENTER , G. A. , GROSSBERG , S. , and ROSEN , D. B. , 1991 , Fuzzy ART fast stable learning and categorization of analog patterns by an adaptive resonance system . Neural Networks , 4 , 759 – 771 .
   Web of Science ®Google Scholar
• CARRIE , A. S. , 1973 , Numerical taxonomy applied to group technology and plant layout . International Journal of Production Research , 11 , 399 – 416 .
   Google Scholar
• CHAN , H. M. , and MILNER , D. A. , 1982 , Direct clustering algorithm for group formation in cellular manufacturing . Journal of Manufacturing Systems , 1 , 65 – 75 .
   Google Scholar
• CHANDRASEKHARAN , M. P. , and RAJAGOPALAN , R. , 1986 , An ideal seed non-hierarchical clustering algorithm for cellular manufacturing . International Journal of Production Research , 24 , 451 – 464 .
   Web of Science ®Google Scholar
• CHANDRASEKHARAN , M. P. , and RAJAGOPALAN , R. , 1987 , ZODIAC—an algorithm for concurrent formation of part-families and machine-cells . International Journal of Production Research , 25 , 835 – 850 .
   Web of Science ®Google Scholar
• CHANDRASEKHARAN , M. P. , and RAJAGOPALAN , R. , 1989 , Groupability an analysis of the properties of binary data matrices for group technology . International Journal of Production Research , 27 , 1035 – 1052 .
   Web of Science ®Google Scholar
• CHENG , C. H. , 1992 , Algorithms for grouping machine groups in group technology . OMEGA International Journal of Management Science , 20 , 493 – 501 .
   Web of Science ®Google Scholar
• CHOW , W. S. , and HAWALESHKA , O. , 1992 , An efficient algorithm for solving the machine chaining problem in cellular manufacturing . Computers and Industrial Engineering , 22 , 95 – 100 .
   Web of Science ®Google Scholar
• CHU , C. H. , and TSAI , M. , 1990 , A comparison of three array-based clustering techniques for manufacturing cell formation . International Journal of Production Research , 28 , 1417 – 1433 .
   Web of Science ®Google Scholar
• DAGLI , C. , and HUGGAHALLI , R. , 1991 , Neural network approach to group technology . In Knowledge Based Systems and Neural Networks Techniques and Applications , R. Sharda et al. (eds) ( New York Elsevier ).
   Google Scholar
• DAGLI , C. , and SEN , C.-F. , 1992 , ARTI neural network approach to large scale group technology problems . In Robotics and Manufacturing Recent Trends in Research , Education and Applications , 4 , ( New York ASME Press ) , pp. 787 – 792 .
   Google Scholar
• DE WITTE , J. , 1980 , The use of similarity coefficients in production flow analysis . International Journal of Production Research , 18 , 503 – 514 .
   Web of Science ®Google Scholar
• GONGAWARE , T. , and HAM , I. , 1981 , Cluster analysis applications for group technology manufacturing systems . Proceedings of the 9th National North American Metalworking Research Conference ( Dearborn , Minnesota SME ).
   Google Scholar
• HARHALAKIS , G. , NAGI , R. , and PROTH , J. M. , 1990 , An efficient heuristic in manufacturing cell formation for group technology applications . International Journal of Production Research , 28 , 185 – 198 .
   Web of Science ®Google Scholar
• HUSH , D. R. , and HORNE , B. G. , 1993 , Progress in supervised neural network . IEEE Signal Processing Magazine , January , 8 – 39 .
   Web of Science ®Google Scholar
• KAO , Y. , and MOON , Y. B. , 1991 , A unified group technology implementation using the backpropagation learning rule of neural networks . Computers and Industrial Engineering , 20 , 425 – 437 .
   Web of Science ®Google Scholar
• KAPARTHI , S. , and SURESH , N. C. , 1991 , A neural network system for shape-based classification and coding of rotational parts . International Journal of Production Research , 29 , 1771 – 1784 .
   Web of Science ®Google Scholar
• KAPARTHI , S. , and SURESH , N. C. , 1992 , Machine-component cell formation in group technology a neural network approach . International Journal of Production Research , 30 , 1353 – 1367 .
   Web of Science ®Google Scholar
• KING , J. R- , 1980 , Machine-component grouping in production flow analysis an approach using a rank order clustering algorithm . International Journal of Production Research , 18 , 213 – 232 .
   Web of Science ®Google Scholar
• KING , J. R. , and NAKORNCHAI , V. , 1982 , Machine-component group formation in group technology—review and extension . International Journal of Production Research , 20 , 117 – 133 .
   Web of Science ®Google Scholar
• KUMAR , K. R. , and VANNELLI , A. , 1987 , Strategic subcontracting for efficient disaggregated manufacturing . International Journal of Production Research , 25 , 1715 – 1728 .
   Web of Science ®Google Scholar
• KUSIAK , A. , and CHO , M. , 1992 , Similarity coefficient algorithms for solving the group technology problem . International Journal of Production Research , 30 , 2633 – 2646 .
   Web of Science ®Google Scholar
• KUSIAK , A. , and CHOW , W. S. , 1987 , Efficient solving of the group technology problem . Journal of Manufacturing Systems , 6(2) , 117 – 124 .
   Web of Science ®Google Scholar
• KUSIAK , A. , and CHUNG , Y. , 1991 , GT/ART Using neural networks to form machine cells . Manufacturing Review , 4 , 293 – 301 .
   Google Scholar
• KUSIAK , A. (ed.), 1992 , Intelligent Design and Manufacturing ( New York Wiley ).
   Google Scholar
• LEE , H. , MALAVE , C. O. , and RAMACHANDRAN , S. , 1992 , A self-organizing neural network approach for the design of cellular manufacturing systems . Journal of Intelligent Manufacturing , 3 , 325 – 332 .
   Web of Science ®Google Scholar
• LEE , S. , and WANG , H. P. , 1992 , Manufacturing cell formation a dual-objective simulated annealing approach . International Journal of Advanced Manufacturing Technology , 7 , 314 – 320 .
   Google Scholar
• LIAO , T. W. , and CHEN , L. J. , 1993 , An evaluation of ART1 network models for GT part family and machine cell forming . Journal of Manufacturing Systems , 12 , 282 – 290 .
   Web of Science ®Google Scholar
• LIPPMANN , R. P. , 1987 , An introduction to computing with neural nets . IEEE ASSP Magazine , 36 – 54 .
   Google Scholar
• MALAVE , C. O. , and RAMACHANDRAN , S. , 1991 , Neural network-based design of cellular manufacturing systems . Journal of Intelligent Manufacturing , 2 , 305 – 314 .
   Web of Science ®Google Scholar
• MCAULEY , J. , 1972 , Machine grouping for efficient production . The Production Engineer , 52 , 53 – 57 .
   Google Scholar
• MCCORMICK , W. T. JR. , SCHWEITZER , P. J. , and WHITE , T. W. , 1972 , Problem decomposition and data reorganization by a cluster technique . Operations Research , 20 , 993 – 1009 .
   Web of Science ®Google Scholar
• MOON , Y. B. , 1990 , Forming part-machine families for cellular manufacturing a neural-network approach . International Journal of Advanced Manufacturing Technology , 5 , 278 – 291 .
   Google Scholar
• MOON , Y. B. , and CHI , S. C. , 1992 , Generalized part family formation using neural network techniques . Journal of Manufacturing Systems , 11 , 149 – 159 .
   Web of Science ®Google Scholar
• SEIFODDINI , H. , 1986 , Improper machine assignment in machine-component grouping in group technology . Proceedings of the Fall Industrial Engineering Conference ( Boston , Massachusetts AIIE ), pp. 406 – 409 .
   Google Scholar
• SEIFODDINI , H. , and WOLFE , P. M. , 1986 , Application of the similarity coefficient method in group technology . IIE Transactions , 18 , 271 – 277 .
   Web of Science ®Google Scholar
• SEIFODDINI , H. , 1989a , A note on the similarity coefficient method and the problem of improper machine assignment in group technology applications . International Journal of Production Research , 27 , 1161 – 1165 .
   Web of Science ®Google Scholar
• SEIFODDINI , H. , 1989b , A probabilistic approach to machine cell formation in group technology . Proceedings of the International Industrial Engineering Conference and Societies Manufacturing and Productivity Symposium Proceedings , Toronto , Canada , pp. 625 – 629 .
   Google Scholar
• SEIFODDINI , H. , 1989c , Single linkage versus average linkage clustering in machine cells formation applications . Computers and Industrial Engineering , 16 , 419 – 426 .
   Web of Science ®Google Scholar
• SEIFODDINI , H. , 1990 , Machine-component group analysis versus the similarity coefficient method in cellular manufacturing applications . Computers and Industrial Engineering , 18 , 333 – 339 .
   Web of Science ®Google Scholar
• SHAFER , S. M. , KERN , G. M. , and WEI , J. C. , 1992 , A mathematical programming approach for dealing with exceptional elements in cellular manufacturing . International Journal of Production Research , 30 , 1029 – 1036 .
   Web of Science ®Google Scholar
• SRINIVASAN , G. , NARENDRAN , T. T. , and MAHADEVAN , B. , 1990 , An assignment model for the part-families problem in group technology . International Journal of Production Research , 28 , 145 – 152 .
   Web of Science ®Google Scholar
• STANFEL , L. E. , 1985 , Machine clustering for economic production . Engineering Costs and Production Economics , 9 , 73 – 81 .
   Web of Science ®Google Scholar
• VENUGOPAL , V. , and NARENDRAN , T. T. , 1992 , Cell formation in manufacturing systems through simulated annealing an experimental evaluation . European Journal of Operational Research , 63 , 409 – 422 .
   Web of Science ®Google Scholar
• WAGHODEKAR , P. H. , and SHAU , S. , 1984 , Machine component cell formation in group technology MACE . International Journal of Production Research , 22 , 937 – 948 .
   Web of Science ®Google Scholar