Please wait a minute...
浙江大学学报(工学版)
J4  2012, Vol. 46 Issue (1): 150-155    DOI: 10.3785/j.issn.1008-973X.2012.01.24
机械工程     
基于粗糙核聚类的模块化产品方案求解
冯毅雄,王明,谭建荣,安相华
浙江大学 流体动力与机电系统国家重点实验室,浙江 杭州 310027
Product module construction method based on
rough kernel clustering algorithm
FENG Yi-xiong, WANG Ming, TAN Jian-rong,  AN Xiang-hua
State Key Laboratory of Fluid Power and Mechatronic Systems, Zhejiang University, Hangzhou 310027, China
 全文: PDF  HTML
摘要：

利用核函数将产品的零部件样本映射至希尔伯特空间内,使零部件样本的差异性“放大”,从而提高产品模块划分过程的鲁棒性.利用粗糙集对希尔伯特空间内的零部件样本进行初步分类,获得产品的模块数量和每个模块内零部件组成的上近似集合与下近似集合.构建模块间耦合度、加工装配复杂度和变型设计复杂度3个目标函数,利用改进的非支配排序遗传算法（NSGA）进行求解进而获得最优的模块划分方案.以大型空分设备的模块划分作为实例,对该方法进行检验.数值仿真结果表明了该方法的有效性和可行性.
Abstract:

Component samples of the product were mapped into Hilbert space by kernel function. Then the heterogeneity between different components was enlarged, which will strengthen the robustness of product module partition process. The rough set was applied to preliminarily classify the components within the Hilbert space. The number of modules, the upper  approximation of modules and the lower approximation of modules were obtained. Coupling degree indices between modules, complexity degree indices of manufacturing and assembly, and complexity degree indices of variant design were constructed as object functions. The improved non-dominated sorting genetic algorithm (NSGA) was used for searching the optimal module partition solution. A large scale deep cooling air-separating equipment’s module partition process  was provided as a practical case, which illustrated the validity and feasibility of the method．
出版日期: 2012-02-22
:  TH 11  
基金资助:

国家“973”重点基础研究发展规划资助项目(2011CB706500);国家自然科学基金资助项目(51175456,50835008)；浙江省科技计划资助项目（2008C11013）.
通讯作者: 高一聪, 男, 博士后.     E-mail: gaoyicong@zju.edu.cn
作者简介: 冯毅雄(1975-)，男，副教授，从事数字化设计与制造技术研究. E-mail: fyxtv@zju.edu.cn
服务　　
把本文推荐给朋友
加入引用管理器
E-mail Alert
RSS
作者相关文章　　

引用本文:

冯毅雄,王明,谭建荣,安相华. 基于粗糙核聚类的模块化产品方案求解[J]. J4, 2012, 46(1): 150-155.

FENG Yi-xiong, WANG Ming, TAN Jian-rong, AN Xiang-hua. Product module construction method based on
rough kernel clustering algorithm. J4, 2012, 46(1): 150-155.

链接本文:

http://www.zjujournals.com/eng/CN/10.3785/j.issn.1008-973X.2012.01.24    或    http://www.zjujournals.com/eng/CN/Y2012/V46/I1/150

［1］ GU P, SOSAL E S. Product modularization for life engineering ［J］. Robotics and Computer Integrated Manufacturing, 1999, 15(5): 387-401．
［2］ SALHIEH S, KAMRANI A. Macro level product development using design for modularity ［J］.Robotics and Computer Integrated Manufacturing, 1999, 15(4): 319-329．
［3］ UMEDA Y, FUKUSHIGE S, TONOIKE K. Product modularity for life cycle design ［J］. CIRP Annals: Manufacturing Technology, 2008, 57(1): 13-16．
［4］ SONGA Zhe, KUSIAK A. Mining Paretooptimal modules for delayed product differentiation ［J］. European Journal of Operational Research, 2010, 201(1): 123-128．
［5］ 潘双夏,高飞,冯培恩. 批量客户化生产模式下的模块划分方法研究［J］.机械工程学报,2003,39 (7)：1-6．
PAN Shuangxia, GAO Fei, FENG Peien. Module partition method research under the circumstances about mass customization ［J］. Chinese Journal of Mechanical Engineering, 2003, 39(7): 1-6．
［6］ 王海军,孙宝元,魏小鹏.基于模糊聚类的产品模块化形成过程分析［J］.计算机集成制造系统,2003,12(9)：123-126．
WANG Haijun, SUN Baoyuan, WEI Xiaopeng. Process analysis of product modularization’s generation based on fuzzy cluster ［J］. Computer Integrated Manufacturing Systems, 2003, 12(9): 123-126．
［7］ 王海军,孙宝元,王吉军,等.面向大规模定制的产品模块化设计方法［J］.计算机集成制造系统,2004,10(10)：1171-1176．
WANG Haijun, SUN Baoyuan, WANG Jijun, et al. Methods supporting product modularization process design for mass customization ［J］. Computer Integrated Manufacturing Systems, 2004, 10(10): 1171-1176．
［8］ 祁卓娅,王建正,韩新民.模块柔性划分方法［J］.机械工程学报,2007,43(1)：87-94．
QI Zhuoya, WANG Jianzheng, HAN Xinmin. Flexible module division method ［J］. Chinese Journal of Mechanical Engineering, 2007, 43(1): 87-94．
［9］ 高飞,肖刚,冯培恩.产品功能模块划分方法［J］.机械工程学报,2007, 43(5)：29-35．
GAO Fei, XIAO Gang, FENG Peien. Method of product function module partition ［J］. Chinese Journal of Mechanical Engineering, 2007, 43(5): 29-35．

［10］ 贡智兵,李东波,史翔.面向产品配置的模块形成及划分方法［J］.机械工程学报,2007,43(11)：160-167．
GONG Zhibing, LI Dongbo, SHI Xiang. Module generation and module partition method for product configuration ［J］. Chinese Journal of Mechanical Engineering, 2007, 43(11): 160-167.
［11］ 魏喆,谭建荣,冯毅雄,等.基于相似性的产品模块构建方法及其应用［J］.计算机辅助设计与图形学学报,2006,18(12)：1930-1934．
WEI Zhe, TAN Jianrong, FENG Yixiong, et al. Construction of product module based on similarity and its applications ［J］. Journal of ComputerAided Design and Computer Graphics, 2006, 18(12): 1930-1934．
［12］ 谢清,谭建荣,冯毅雄,等.面向配置设计的产品功构单元粒度划分方法［J］.机械工程学报,2006,42(11)：109-114．
XIE Qing, TAN Jianrong, FENG Yixiong, et al. Granularity of product functionstructure unit orient to configuration design ［J］. Chinese Journal of Mechanical Engineering, 2006, 42(11): 109-114.
［13］ 丁力平,谭建荣,冯毅雄,等.基于解析结构模型的产品模块构建及其优化［J］.计算机集成制造系统,2008,14(6)：1070-1077．
DING Liping, TAN Jianrong, FENG Yixiong, et al. Construction of product module based on interpretive structure modeling and its optimization ［J］. Computer Integrated Manufacturing Systems, 2008, 14(6): 1070-1077．
［14］ 魏巍,谭建荣,冯毅雄,等.基于SPEA2+的产品族模块单元多目标规划方法［J］.机械工程学报,2010,45(12)：143-150.
WEI Wei, TAN Jianrong, FENG Yixiong, et al. Multiobjective module planning for product family based on SPEA2+ ［J］. Chinese Journal of Mechanical Engineering, 2010, 45(12): 143-150.
［15］ 安相华,谭建荣,冯毅雄,等.基于智能聚类算法的产品粒度确定方法研究［J］.计算机集成制造系统,2010,16(4)：689-695．
AN Xianghua, TAN Jianrong, FENG Yixiong, et al. Research on granularity decision method of product based on intelligent cluster algorithm ［J］. Computer Integrated Manufacturing Systems, 2010, 16(4): 689-695．
［16］ 何明.一种基于粒度的粗糙聚类分析方法［J］ .计算机工程,2008,34(8)： 203-207．
HE Ming. Analytical method of rough clustering based on granulation ［J］. Computers Engineering, 2008, 34(8): 203-207．
［17］ CHANG Dongxia, ZHANG Xianda, ZHENG Changwen, et al. A robust dynamic niching genetic algorithm with niche migration for automatic clustering problem ［J］. Pattern Recognition, 2010, 43(4): 1346-1360.
［18］ NAM P S, SUNG H D. Axiomatic design of software system ［J］. Annals of the CIRP, 2000, 49(1): 95-100．
［19］ ZHANG Yunjie, WANG Weina, ZHANG Xiaona, et al. A cluster validity index for fuzzy clustering ［J］. Information Sciences, 2008, 178(4): 1205-1218．
［20］ DEB K, PRATAP A, AGARWAL S. A fast and elitist multiobjective genetic algorithm: NSGAII ［J］. IEEE Transactions on Evolutionary Computation, 2002, 6(2): 182-197．
［21］ SAATY T L. Decision makingthe analytic hierarchy and network processes (AHP /ANP) ［J］. Journal of System Science and Systems Engineering, 2004, 13(1): 1-35．
[1] 冯培恩, 曾令斌, 邱清盈, 李立新. 机械系统原理分解对称的作用机理及应用[J]. J4, 2014, 48(2): 181-189.
[2] 蒋君侠,张兵,柯映林. 用于飞机数字化装配的浮动入位装置[J]. J4, 2013, 47(5): 775-781.
[3] 钟志贤, 祝长生. 横向裂纹多盘柔性转子系统的动力学特性[J]. J4, 2012, 46(10): 1839-1845.
[4] 李强, 刘淑莲, 于桂昌, 潘晓弘, 郑水英. 非线性转子-轴承耦合系统润滑及稳定性分析[J]. J4, 2012, 46(10): 1729-1736.
[5] 孟德远, 陶国良, 刘昊, 陈剑锋. 基于LuGre模型的气缸摩擦力特性研究[J]. J4, 2012, 46(6): 1027-1033.