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An investigation into sustainable product conceptualization using a design knowledge hierarchy and Hopfield network

机译:使用设计知识层次结构和Hopfield网络的可持续产品概念化研究

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摘要

In recent years, there has been a paradigm shift on providing design services from manufacturing/marketing to sustainability. Although a number of studies have been conducted on sustainable issues in many aspects, impacts such as multidisciplinary integration and product life-cycle consideration have not been thoroughly investigated. Therefore, it is worthwhile to investigate into the integration of functional, marketing, and commercial perspectives with product sustainability in the early stage of product conceptualization. In this study, a sustainable product conceptualization system (SPCS) is proposed. The product platform of a specific product is first generated by designers or domain experts using general sorting, a requirement acquisition technique, and design knowledge hierarchy (DKH), a knowledge representation structure. Based on the product platform, initial design options can be obtained using morphological configuration, i.e., combining different part options. Subsequently, the Hopfield network is used to narrow down initial design space based on initial design criteria solicited by domain experts. To select the preferred design options for the purpose of sustainable product conceptualization, the sustainability-cost pairs can be obtained based on the rated sustainability and cost criteria solicited using repertory grids by domain experts. Consequently, the results are discussed on the coordination between product sustainability degree and cost efficiency. A case study on cellular-phone design is conducted for system illustration.
机译:近年来,在提供设计服务方面已经发生了范式转变,从制造/营销到可持续发展。尽管已在许多方面针对可持续性问题进行了许多研究,但尚未全面研究诸如多学科整合和产品生命周期考虑之类的影响。因此,在产品概念化的早期阶段,有必要研究功能性,市场营销和商业性观点与产品可持续性的集成。在这项研究中,提出了可持续产品概念化系统(SPCS)。特定产品的产品平台首先由设计师或领域专家使用常规排序,需求获取技术和设计知识层次结构(DKH)(即知识表示结构)生成的。基于产品平台,可以使用形态配置(即组合不同的零件选项)来获得初始设计选项。随后,使用Hopfield网络根据领域专家征集的初始设计标准来缩小初始设计空间。为了为可持续产品概念化的目的选择首选的设计选项,可以根据领域专家使用储备格网征求的额定可持续性和成本标准来获得可持续性-成本对。因此,讨论了产品可持续性程度与成本效率之间协调的结果。进行了有关手机设计的案例研究,以进行系统说明。

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