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运用改进模糊C均值算法的复杂产品功构单元模块划分方法

马淑梅 黄立辉 李爱平 段建国

现代制造工程Issue(2):7-13,7.
现代制造工程Issue(2):7-13,7.

运用改进模糊C均值算法的复杂产品功构单元模块划分方法

Modular division method of complex product function-and-structure unit based on the improved fuzzy C-means clustering algorithm

马淑梅 1黄立辉 1李爱平 1段建国1

作者信息

  • 1. 同济大学现代制造技术研究所,上海201804
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摘要

Abstract

To solve the problem in modular division of complex product function-and-structure, an improved fuzzy C-means (D-FCM)clustering algorithm for product function-and-structure was proposed. In this algorithm,distance matrix and F statistic were used to confirm the best cluster date,on this basis,fuzzy C-means clustering algorithm was used to get the result of clustering. Finally,a typical machine tool instance was given with the method of the modified fuzzy C-means clustering algorithm to test the method. At the same time,a system for machine tool granularity division was developed based on this method,which shows the validity and promise of the method mentioned above. Therefore it provides another numerical analysis method of machine tool for configuration design.

关键词

复杂产品/功构单元/模块划分/模糊C均值算法

Key words

complex product/function-and-structure unit/modular division/fuzzy C-means clustering algorithm

分类

机械制造

引用本文复制引用

马淑梅,黄立辉,李爱平,段建国..运用改进模糊C均值算法的复杂产品功构单元模块划分方法[J].现代制造工程,2012,(2):7-13,7.

基金项目

国家自然科学基金资助项目(50975209) (50975209)

上海市基础研究重点项目(09JC1414500) (09JC1414500)

现代制造工程

OA北大核心CSCDCSTPCD

1671-3133

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