产品平台参数化模型间包含性分析

摘要/Abstract

摘要： 基于Apriori算法，研究了参数化模型间包含性关系，结合包含性关系在数据库中的隐藏形式，利用一种可以克服经典Apriori算法两个瓶颈的事务数据库构建方法，减少了扫描事务数据集的次数，并通过对频繁项集置信度的比对，输出了包含性关系的结果。以高中压阀门产品为数据对象，应用Weka数据挖掘软件的Explorer模块进行实例验证，输出了阀门各个参数化模型间的包含性关系。

关键词: 产品平台, 参数化模型, 包含性关系, 事务数据库

Abstract: Based on Apriori algorithm, inclusion relations of parameterized models and their concealing database were studied. A method which might avoid the two performance bottlenecks of Apriori algorithm was used. This method may reduce the times of scanning database. The results of inclusion relations were output by comparing the confidence of frequent itemsets. Taking the data of high pressure valves as the target, the theory of inclusion relation was confirmed by the Explorer module of Weka and the inclusion relations of high pressure valves were output.

Key words: product platform, parameterized model, inclusion relation, transaction database

中图分类号:

TH16

曾莎莎, 彭卫平, 闫玮. 产品平台参数化模型间包含性分析[J]. 中国机械工程.

ZENG Shasha, PENG Weiping, YAN Wei. Analysis of Inclusion Relation of Parameterized Models for Product Platforms[J]. China Mechanical Engineering.

参考文献

[1]GOELA K, RUGABER S, VATTAM S. Structure, Behavior, and Function of Complex Systems:the Structure, Behavior, and Function Modeling Language[J]. Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 2009, 23(1):23-35.
[2]马军，祁国宁，樊蓓蓓. 基于本体的零件资源通用分类技术[J].机械工程学报，2010，46(9)：150-157.
MA Jun, QI Guoning, FAN Beibei. Parts Resource General Classification Technology Based on Ontology[J]. Journal of Mechanical Engineering, 2010, 46(9):150-157.
[3]ZENG F, LI B, ZHENG P, et al. A Modularized Generic Product Model in Support of Product Family Modeling in One-of-a-Kind Production[C]∥2014 IEEE International Conference on Mechatronics and Automation. Tianjin：IEEE, 2014:786-791.
[4]XIAS S, WANG L Y. Customer Requirements Mapping Method Based on Association Rules Mining for Mass Customisation[J]. International Journal of Computer Applications in Technology, 2010, 37(3/4):198-203.
[5]鲁玉军，雷呈瑜，顾新建，等. 基于最大适应度优化算法的订单产品模块化设计方法[J]. 计算机集成制造系统，2013，19(5)：909-917.
LU Yujun, LEI Chengyu, GU Xinjian, et al. Modular Design of Order Product Based on Improved LFM Algorithm[J]. Computer Integrated Manufacturing Systems, 2013, 19(5):909-917.
[6]樊蓓蓓，祁国宁，俞涛. 基于网络分析法的模块化产品平台中零部件模块通用性分析[J]. 计算机集成制造系统，2013，19(5)：918-925.
FAN Beibei, QI Guoning, YU Tao. Network Analysis Method for Commonality Analysis of Parts Modules in Modular Product Platform[J]. Computer Integrated Manufacturing Systems, 2013, 19(5):918-925.
[7]BRIRE-CT A, RIVEST L, DESROCHERS A. Adaptive Generic Product Structure Modelling for Design Reuse in Engineer-to-order Products[J]. Computers in Industry, 2010, 61(1):53-65.
[8]毛新华，侯志松，徐君鹏. 基于复杂产品智能化数字设计系统研究[J]. 组合机床与自动化加工技术，2010(8)：100-104.
MAO Xinhua, HOU Zhisong, XU Junpeng. Research on the Intelligent Digital Design System Based on Complex Products[J]. Modular Machine Tool & Automatic Manufacturing Technique, 2010(8):100-104.
[9]ALBLASA, ZHANG L L, WORTMANN H. Representing Function-technology Platform Based on the Unified Modelling Language[J]. International Journal of Production Research, 2012, 50(12):3236-3256.
[10]陈子顺，张鹏，檀润华. AFD和功能结构分解在TPM中的应用[J]. 机械设计，2010，27(12)：92-96.
CHEN Zishun, ZHANG Peng, TAN Runhua. Applying AFD and the Functional Structure Decomposition in TPM[J]. Journal of Machine Design, 2010, 27(12):92-96.
[11]张广军，唐敦兵. 基于改进型功能方法树的公理化设计[J]. 工程设计学报，2009，16(1)：1-6.
ZHANG Guangjun, TANG Dunbing. Axiomatic Design Based on Improved Function-means Tree[J]. Journal of Engineering Design, 2009, 16(1):1-6.
[12]唐文献，吴春燕，马宝，等. 基于模糊聚类分析的锚绞机模块划分方法研究[J]. 机械设计，2012，29(10)：24-28.
TANG Wenxian, WU Chunyan, MA Bao, et al. Modular Division Method of Anchor and Windlass Based on Illegible Clustering[J]. Journal of Machine Design, 2012, 29(10):24-28.
[13]王美清，王彬，唐晓青. 基于组件失效知识的结构组件优选方法[J]. 计算机集成制造系统，2011，17(2)：267-272.
WANG Meiqing, WANG Bin, TANG Xiaoqing. Optimal Component Subset Selection Method Based on Component-failure Knowledge[J]. Computer Integrated Manufacturing Systems, 2011, 17(2):267-272.
[14]李湉，陈五一. 基于加工特征分类的整体叶轮加工工艺研究[J]. 机械设计与制造，2010(5):105-107.
LI Tian, CHEN Wuyi. Machining Process Technology for Blisk Based on Manufacture Feature Taxonomy[J]. Machinery Design & Manufacture, 2010(5):105-107.
[15]CHENC, WANG L. Product Platform Design through Clustering Analysis and Information Theoretical Approach[J]. International Journal of Production Research, 2008, 46(15):4259-4284.
[16]WANGZ. Research on Planning Method of Adaptable Modular Product Platform[C]∥2011 International Conference on Control, Automation and Systems Engineering (CASE). Singapore, 2011:1-4.
[17]LOPEZ-HERREJONR E, MONTALVILLO-MENDIZABAL L, Egyed A. From Requirements to Features:an Exploratory Study of Feature-oriented Refactoring[C]∥Software Product Line Conference (SPLC), 15th International. Munich：IEEE, 2011:181-190.
[18]SCHNSLEBEN P. Methods and Tools that Support a Fast and Efficient Design-to-order Process for Parameterized Product Families[J]. CIRP Annals—Manufacturing Technology, 2012, 61(1):179-182.
[19]SURAJ Z. Parameterised Fuzzy Petri Nets for Approximate Reasoning in Decision Support Systems[C]∥International Conference on Advanced Machine Learning Technologies and Applications. Cairo：Springer，2012:33-42.
[20]李戬，杨媛媛. 基于广义参数化技术的机械产品设计方法研究[J]. 矿山机械，2012，40(12)：104-108.
LI Jian, YANG Yuanyuan. Design Method of Machanical Products Based on Generalized Parameterization Technology[J]. Mining & Processing Equipment,2012, 40(12):104-108.
[21]杨金勇. 概念设计过程中产品功能的广义定位表达[J]. 机械设计，2014，30(6)：6-12.
YANG Jinyong. Generalized Positioning Expression of Product Function in Conceptual Design Process[J]. Journal of Machine Design, 2014, 30(6):6-12.
[22]ASADI M, SOLTANI S, GASEVIC D, et al. Toward Automated Feature Model Configuration with Optimizing Non-functional Requirements[J]. Information and Software Technology, 2014, 56(9):1144-1165.
[23]黄勇，刘锋. 基于SQL的多值多层关联规则挖掘[J]. 计算机技术与发展，2008，18(6)：101-103.
HUANG Yong, LIU Feng. SQL-Based Multi-value Multilayer Mining Association Rules Excavation[J]. Computer Technology and Development, 2008, 18(6):101-103.
[24]谢亮，张晶，胡学钢. 主从关系数据库中关联规则挖掘算法研究[J]. 合肥工业大学学报，2009，32(5)：663-666.
XIE Liang, ZHANG Jing,HU Xuegang. Research on the Algorithms for Mining Association Rules in the Master-slave Relationship Database[J]. Journal of Hefei University of Technology, 2009, 32(5):663-666.
[25]纪怀猛. 基于频繁 2 项集支持矩阵的 Apriori 改进算法[J]. 计算机工程，2008，39(11)：183-186.
JI Huaimeng. Improved Apriori Algorithm Based on Frequency 2-item Set Support Matrix[J]. Comuter Engineering, 2008, 39(11):183-186.
[26]甘超，陆远，李娟，等. 基于Apriori算法的设备故障诊断技术的研究[J]. 组合机床与自动化加工技术，2014(1)：100-103.
GAN Chao, LU Yuan, LI Juan, et al. Equipment Fault Diagnosis Technology Based on Apriori Algorithm[J]. Modular Machine Tool & Automatic Manufacturing Technique, 2014(1):100-103.
[27]INOKUCHI A, WASHIO T, MOTODA H. An Apriori-based Algorithm for Mining Frequent Substructures from Graph Data[C]∥European Conference on Principles of Data Mining and Knowledge Discovery. Lyon, France：Springer， 2000:13-23.