基于携因素语义距离的定制西服订单聚类方法
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摘要
为解决定制西服订单多样性和生产高效性的矛盾,利用大规模定制思想,结合定制西服订单商业特征到过程特征的映射建立了多段多级柔性西服物流编码系统,提出一种携因素语义距离订单聚类方法,该方法运用多级层次分析法确定了影响因素的权重,分析了编码属性的值域,将其分为有序属性和无序属性,并概念化得出了语义距离计算方法,采用改进的聚类识别算法对距离设计结构矩阵模型进行分割,实现了订单的聚类。通过实例计算表明了该方法能有效解决西服订单聚类问题。
According to the customized suits orders'mapping from business characteristic to process characteristic,a multi-stage and multi-level garment logistics coding flexible system was built based on mass customization theory.A factor-considered semantic-distance cluster method was put forward to ensure the influence factor weight with multilevel Analytic Hierarchy Process(AHP)method.The range of encoded attribute was analyzed to make off ordered attribute and disorder attribute,and the semantic-distance calculation method was proposed with conceptualization.An improved cluster identification algorithm was used to segment the distance Design Structure Matrix(DSM)to achieve the order clustering.Through the example calculation,the proposed method could solve the suit orders clustering effectively.
According to the customized suits orders'mapping from business characteristic to process characteristic,a multi-stage and multi-level garment logistics coding flexible system was built based on mass customization theory.A factor-considered semantic-distance cluster method was put forward to ensure the influence factor weight with multilevel Analytic Hierarchy Process(AHP)method.The range of encoded attribute was analyzed to make off ordered attribute and disorder attribute,and the semantic-distance calculation method was proposed with conceptualization.An improved cluster identification algorithm was used to segment the distance Design Structure Matrix(DSM)to achieve the order clustering.Through the example calculation,the proposed method could solve the suit orders clustering effectively.
引文
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[19]LI Yanmei.Study on objective evaluation of sewing quality on appearance and sewing parameters design system[D].Shanghai:Donghua University,2009(in Chinese).[李艳梅.服装面料缝纫外观质量客观评价及其缝制加工工艺生成系统的研究[D].上海:东华大学,2009.]
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[2]WANG Shulin.Customization technology industrialization quantity body suit[M].Beijing:China Textile Press,2007(in Chinese).[王树林.西服工业化量体定制技术[M].北京:中国纺织出版社,2007.]
[3]HWANG H,KIM D G.Order-batching heuristics based on cluster analysis in a low-level picker-to-part warehousing system[J].International Journal of Production Research,2005,43(17):3657-3670.
[4]DE KOSTER M B M,VAN DER POORT E S,WOLTERS M.Efficient order-batching methods in warehouse[J].International Journal of Product Research,1999,37(7):1479-1504.
[5]ZHAO Gaiping,LIU Lilan,WANG Sen,et al.Research on orders merging model based on merging-clustering[J].Modern Manufacturing Engineering,2011(12):52-56(in Chinese).[赵改平,刘丽兰,王森,等.运用聚类算法的订单归并模型研究[J].现代制造工程,2011(12):52-56.]
[6]XU Xuanguo,LIANG Zhongmei,HAN Wenmin.Customer order analiysis in mass customization[J].China Mechanical Engineering,2012,23(14):1678-1680(in Chinese).[徐宣国,梁中梅,韩文民.大批量定制下的客户订单聚类分析[J].中国机械工程,2012,23(14):1678-1680.]
[7]LIU Hunuan,ZHANG Zhenming,TIAN Xitian.A typical process route discovery method based on clusting analysis[J].International Journal of Advanced Manufacturing Technology,2007,35(1/2):186-194.
[8]ZHANG Hui,QIU Lemiao,ZHANG Shuyou,et al.Typical product process rout extraction method based on intelligent clustering analysis[J].Computer Integrated Manufacturing Systems,2013,19(3):490-498(in Chinese).[张辉,裘乐淼,张树有,等.基于智能聚类分析的产品典型工艺路线提取方法[J].计算机集成制造系统,2013,19(3):490-498.]
[9]XIAO Xinhua,WANG Taiyong,CHENG Bing,et al.Classified based planning of tested parts based on factor-considered cluster method[J].Computer Integrated Manufacturing Systems,2013,19(6):1216-1223(in Chinese).[肖新华,王太勇,成兵,等.基于携因素聚类方法的被测件分类基规划[J].计算机集成制造系统,2013,19(6):1216-1223.]
[10]WANG W L,ZHAO F G,ZHAO Y W,et al.Common platform identificat ion f or product family on extension clustering method[J].Advanced Materials Research,2009,69/70(5):606-610.
[11]GIMENEZ D M,HENNING G P,LEONE H P.A hierarchical product-property model to support product classification and manage structural and planning data[M]//Enterprise Information Systems.Berlin,Germany:Springer-Verlag,2009:639-650.
[12]JIANG Z L,LIN Z,DAVIS L S.Class consistent K-means:application to face and action recognition[J].Computer Vision and Image Understanding,2012,116(60):730-741.
[13]CHEN Gang,FENG Zhiyong,JIN Hui.The parts clustering tree codeing based on GT[J].Modern Design and Manufacture,2003,32(6):105-108(in Chinese).[陈刚,冯志勇,金辉.基于GT编码的零件聚类数的建立[J].现代设计与制造,2003,32(6):105-108.]
[14]LIANG Xu,WANG Jia,HUANG Ming.New coding method for massive production scheduling problem[J].Computer Integrated Manufacturing Systems,2008,14(10):1974-1982(in Chinese).[梁旭,王佳,黄明.解决大规模生产调度问题的一种新编码方法[J].计算机集成制造系统,2008,14(10):1974-1982.]
[15]YANG Yixiong,WANG Lei,ZHANG Jingyi,et al.Study on information coding system in garment enterprises[J].Journal of Donghua University,2008,34(2):164-168(in Chinese).[杨以雄,王蕾,张静怡,等.服装企业信息编码体系探析[J].东华大学学报,2008,34(2):164-168.]
[16]DU Jinsong.Application of coding system in garment techniques design[C]//Proceedings of the 2009IEEE 10th International Conference on Computer-Aided Industrial Design and Conceptual Design:E-Business,Creative Design,Manufacturing.Washington,D.C.,USA:IEEE,2009:808-814.
[17]CHILD P,DIEDERIEHS R,SANDERS F H,et al.SMR forum:the management of complexity[J].Sloan Management Review,1991,33(1):73-80.
[18]ZHANG Hongzhi.Garment CAD theory and application[M].Beijing:China Textile Press,2005(in Chinese).[张鸿志.服装CAD原理与应用[M].北京:中国纺织出版社,2005.]
[19]LI Yanmei.Study on objective evaluation of sewing quality on appearance and sewing parameters design system[D].Shanghai:Donghua University,2009(in Chinese).[李艳梅.服装面料缝纫外观质量客观评价及其缝制加工工艺生成系统的研究[D].上海:东华大学,2009.]
[20]STEWARD D V.The design structure system:a method for managing the design of complex system[J].IEEE Transaction on Engneering Management,1981,28(3):71-74.
[21]KUSIAK A,CHOW W S.An efficient cluster identification algorithm[J].IEEE Transactions on Systems,Man,and Cybernetics,1987,17(4):696-699.