On an adaptive product development system: a hybrid database approach

K. M. Lee, H. Lau, I. Hui, K. Yu
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引用次数: 8

Abstract

Getting the right information at the right time is one of the success factors of product development. However, there exist a great variety of data formats which make the bi‐directional data interchange among various development groups inefficient and costly. Due to the lack of adequate product and engineering data, design practitioners may find it difficult to transform the customer’s requirements to a value‐added product. This paper attempts to propose a hybrid database approach (HDA) to support effective data exchange among a case based reasoning knowledge repository and a corporate relational database model, presenting an integrated view of a company’s knowledge sources so as to enable better decision‐making by providing immediate access to key business information. To introduce machine learning capability to the whole system, case based reasoning (CBR) is embraced to capture past experience and knowledge for case matching in terms of product development issues. The significance of this research is the provision of a cross‐platform data exchange system, which is able to facilitate the creation of a conducive product development environment.
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自适应产品开发系统:混合数据库方法
在正确的时间获得正确的信息是产品开发成功的因素之一。然而,由于数据格式的多样性,使得不同开发团队之间的双向数据交换效率低下且成本高昂。由于缺乏足够的产品和工程数据,设计从业者可能会发现很难将客户的需求转化为增值产品。本文试图提出一种混合数据库方法(HDA),以支持基于案例的推理知识库和企业关系数据库模型之间的有效数据交换,呈现公司知识来源的集成视图,从而通过提供对关键业务信息的即时访问来实现更好的决策。为了将机器学习能力引入整个系统,采用基于案例的推理(CBR)来捕获过去的经验和知识,以便在产品开发问题方面进行案例匹配。本研究的意义在于提供了一个跨平台的数据交换系统,这有助于创造一个有利的产品开发环境。
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