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Identifying mapping relationships between functions and technologies with association rule mining

机译:通过关联规则挖掘识别功能和技术之间的映射关系

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It is common that manufacturers strive to develop a diverse range of customised products at low costs and on time. A key to achieving this objective lies in design technologies which provide solution principles to deliver various product functions and help achieve efficiency and effectiveness in component design and production. With the focus on design, most of the studies do not address the selection of appropriate technologies and the determination of corresponding details (e.g. technology attribute values). Therefore, the purpose of this study is to address this. In this work, we propose an approach based on association rule mining to identify mapping relationships between functions and technologies. These mapping relationships not only enable companies to reuse proven knowledge about functions and technologies but also help them to effectively decide on technologies and details. A case study using a family of microlithography machines is presented to demonstrate how the mapping relationships can be identified given large volumes of function- and technology-related data and how these relationships help select technologies and determine details.View full textDownload full textKeywordsassociation rule mining, product family development, technology selection, generic rulesRelated var addthis_config = { ui_cobrand: "Taylor & Francis Online", services_compact: "citeulike,netvibes,twitter,technorati,delicious,linkedin,facebook,stumbleupon,digg,google,more", pubid: "ra-4dff56cd6bb1830b" }; Add to shortlist Link Permalink http://dx.doi.org/10.1080/0951192X.2011.637962
机译:制造商通常会努力以低成本和及时的方式开发各种定制产品。实现此目标的关键在于设计技术,该技术提供解决方案原理以交付各种产品功能,并帮助实现组件设计和生产中的效率和有效性。着眼于设计,大多数研究都没有解决适当技术的选择和相应细节(例如技术属性值)的确定问题。因此,本研究的目的就是要解决这个问题。在这项工作中,我们提出了一种基于关联规则挖掘的方法来识别功能和技术之间的映射关系。这些映射关系不仅使公司可以重用有关功能和技术的可靠知识,还可以帮助他们有效地确定技术和细节。提出了一个使用微光刻机系列的案例研究,以演示在给定大量功能和技术相关数据的情况下如何识别映射关系,以及这些关系如何帮助选择技术和确定细节。查看全文下载全文关键字关联规则挖掘,产品系列开发,技术选择,通用规则相关var addthis_config = {ui_cobrand:“泰勒和弗朗西斯在线”,servicescompact:“ citlikelike,netvibes,twitter,technorati,delicious,linkedin,facebook,stumbleupon,digg,google,更多”,pubid: “ ra-4dff56cd6bb1830b”};添加到候选列表链接永久链接http://dx.doi.org/10.1080/0951192X.2011.637962

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