Title :
On comparing bills of materials: a similarity/distance measure for unordered trees
Author :
Romanowski, Carol J. ; Nagi, Rakesh
Author_Institution :
Dept. of Ind. Eng., State Univ. of New York, Buffalo, NY, USA
fDate :
3/1/2005 12:00:00 AM
Abstract :
Many enterprise areas, such as marketing, variant design, group technology, and cellular manufacturing, require their wide variety of products to be organized into families, which are clusters of similar products. In this paper, we propose a similarity metric for finding the distance between existing products based on bills of materials (BOMs), a class of unordered trees. We show that existing editing operations for unordered trees are not consistent for BOMs, and present a similarity metric based on the symmetric difference. We also provide an polynomial time algorithm for finding the minimum weighted symmetric difference between a pair of unordered trees. The results of the pairwise comparisons are used as a distance metric for a clustering algorithm that groups the BOM trees into product families.
Keywords :
bills of materials; manufacturing data processing; trees (mathematics); bills of materials; distance measure; minimum weighted symmetric difference; pairwise comparisons; polynomial time algorithm; similarity measure; unordered trees; Agile manufacturing; Area measurement; Assembly; Bills of materials; Cellular manufacturing; Clustering algorithms; Databases; Group technology; Polynomials; Raw materials;
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
DOI :
10.1109/TSMCA.2005.843395