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一种基于模糊C均值算法确定制造单元数的方法

李翔 李珂 李忠学

现代制造工程Issue(5):132-138,7.
现代制造工程Issue(5):132-138,7.DOI:10.16731/j.cnki.1671-3133.2017.05.024

一种基于模糊C均值算法确定制造单元数的方法

A method based on FCM algorithm determining the number of manufacturing cells

李翔 1李珂 1李忠学1

作者信息

  • 1. 兰州交通大学机电工程学院,兰州730070
  • 折叠

摘要

Abstract

The number of cells is a key factor of Cell Formation(CF) problem.After analysis the defects of currently validity function,a new validity measure and a algorithm which can obtain the optimum number of groups are both proposed,these are based on the Fuzzy C-Means (FCM) algorithm and the feature of CF problem.The new validity measure take into account the number of machines and parts in the cells,the essence of CF is measured by group efficiency.It can eliminate infeasible solution which there is no machine in the cells.The new algorithm is experimentally demonstrated using several well known CF examples from the published literature.

关键词

单元构建/最优单元数/模糊算法/聚类有效性函数

Key words

cell formation/optimum number of cells/fuzzy algorithm/validity function

分类

机械制造

引用本文复制引用

李翔,李珂,李忠学..一种基于模糊C均值算法确定制造单元数的方法[J].现代制造工程,2017,(5):132-138,7.

基金项目

国家自然科学基金资助项目(71361019) (71361019)

现代制造工程

OA北大核心CSCDCSTPCD

1671-3133

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