An experiment investigating the application of clustering procedures and similarity coefficients to the GT machine cell formation problem
- 1 October 1989
- journal article
- Published by Taylor & Francis in International Journal of Production Research
- Vol. 27 (10) , 1811-1835
- https://doi.org/10.1080/00207548908942656
Abstract
This paper reports the development of a number of similarity-based coefficients designed for applying hierarchical cluster analysis to the group technology machine cell formation problem. The paper also discusses an experimental investigation applying these and other well-known similarity coefficients in conjunction with some well-known clustering algorithms. The mixture model experimental approach is used for the investigation. A number of problems were generated via simulation, randomly ‘mixed’ to hide the original cellular structure, and the clustering techniques applied. Extensions of prior research include the development of new similarity coefficients, their comparative evaluation, and the incorporation of the concept of part ‘weighting’ into the cluster analysis, and hence, cell formationKeywords
This publication has 16 references indexed in Scilit:
- Efficient solving of the group technology problemJournal of Manufacturing Systems, 1987
- An ideal seed non-hierarchical clustering algorithm for cellular manufacturingInternational Journal of Production Research, 1986
- The p-Median Problem for Cluster Analysis: A Comparative Test Using the Mixture Model ApproachManagement Science, 1985
- Machine-component group formation in group technology: review and extensionInternational Journal of Production Research, 1982
- The use of similarity coefficients in production flow analysisInternational Journal of Production Research, 1980
- A research report on the human aspects of group technology and cellular manufactureInternational Journal of Production Research, 1976
- Numerical taxonomy applied to group technology and plant layoutInternational Journal of Production Research, 1973
- Machine grouping for efficient productionProduction Engineer, 1972
- A Note on the G Index of AgreementEducational and Psychological Measurement, 1964
- Multiple Range and Multiple F TestsPublished by JSTOR ,1955