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基于粗糙集和多人工神经网络模型的产品敏捷定制设计方法

袁长峰 王万雷 李剑锋 陈燕

中国机械工程2011,Vol.22Issue(8):926-931,6.
中国机械工程2011,Vol.22Issue(8):926-931,6.

基于粗糙集和多人工神经网络模型的产品敏捷定制设计方法

An Approach of Agile Customization Design Integrated Rough Set and Multi-ANN Models

袁长峰 1王万雷 2李剑锋 1陈燕1

作者信息

  • 1. 大连海事大学,大连,116026
  • 2. 大连民族学院,大连,116600
  • 折叠

摘要

Abstract

Customer requirements are divided into two types. One is ordinary requirements and the other is customized requirements. They play different roles for determining product structure in custom design. According to their different roles, as well as integrating the respective advantages of RS theory and ANN,a novel approach of agile customization design based on rough set and multiANN (MANN) models was proposed. In this method, RS was applied to reduce and extract the effective customer requirements;ANN was applied to establish the matching relation between reduced customer requirements and corresponding product structure. The renewable MANN models were formed from which a appropriate network could be selected according to different customer requirements. Consequently,the perfect design scheme could be obtained quickly. Finally, a roll plate machine's customization design was taken as an example to validate the validity of the proposed approach.

关键词

敏捷定制设计/客户需求/粗糙集/人工神经网络

Key words

agile customization design/ customer requirement/ rough set (RS)/ artificial neural network(ANN)

分类

机械制造

引用本文复制引用

袁长峰,王万雷,李剑锋,陈燕..基于粗糙集和多人工神经网络模型的产品敏捷定制设计方法[J].中国机械工程,2011,22(8):926-931,6.

基金项目

国家自然科学基金资助项目(70801007) (70801007)

辽宁省社科联课题(20101slktxxjc-01) (20101slktxxjc-01)

中央高校基本科研业务费专项资金资助项目(2009JC17) (2009JC17)

中国机械工程

OA北大核心CSCDCSTPCD

1004-132X

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