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Creative design through knowledge clustering and case-based reasoning

机译:通过知识聚类和基于案例推理的创造性设计

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摘要

New product design is inspired by the existing design. The clustering of similar design cases therefore enhances new product development (NPD). At the beginning of NPD, the success of creative design highly depends on the designers' subjective judgments and try-and-error attempts due to its very obscure prospect. To facilitate an efficient approach for generating creative ideas, this paper proposes a new design method by integrating fuzzy relational analysis, case-based reasoning (CBR) and C-K theory. The proposed design method involves four specific sections: design criteria importance ranking; similarity measurement for design knowledge; knowledge clustering method for innovation and a step-by-step design algorithm. Moreover, a new battery buckling machinery is used as a empirical study to verify the workability of the proposed method. The contributed method shows its advantages to cultivate the inspirations from the existing design and generate creative design concepts from knowledge combination.
机译:新产品设计受到现有设计的启发。因此,类似设计案例的聚类增强了新产品开发(NPD)。在NPD的开始时,创造性设计的成功高度取决于设计师的主观判断,而且由于其非常模糊的前景而试图。为了便于产生创意的有效方法,本文通过集成模糊关系分析,基于案例的推理(CBR)和C-K理论来提出一种新的设计方法。所提出的设计方法涉及四个具体部分:设计标准重要性排名;设计知识的相似性测量;创新知识聚类方法和逐步设计算法。此外,新的电池屈曲机械被用作验证所提出的方法的可加工性的实证研究。贡献的方法显示了其优势,从现有设计培养灵感,并从知识组合产生创造性的设计概念。

著录项

  • 来源
    《Engineering with Computers》 |2020年第2期|527-541|共15页
  • 作者单位

    School of Mechanical Engineering Hebei University of Technology Tianjin 300401 China National Engineering Center for Technological Innovation Method and Tool Hebei University of Technology Tianjin 300401 China;

    School of Mechanical Engineering Hebei University of Technology Tianjin 300401 China National Engineering Center for Technological Innovation Method and Tool Hebei University of Technology Tianjin 300401 China;

    School of Mechanical Engineering Hebei University of Technology Tianjin 300401 China National Engineering Center for Technological Innovation Method and Tool Hebei University of Technology Tianjin 300401 China;

    School of Mechanical Engineering Hebei University of Technology Tianjin 300401 China National Engineering Center for Technological Innovation Method and Tool Hebei University of Technology Tianjin 300401 China;

    School of Mechanical Engineering Hebei University of Technology Tianjin 300401 China National Engineering Center for Technological Innovation Method and Tool Hebei University of Technology Tianjin 300401 China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Creative design; Similarity measurement; Knowledge clustering; Case-based reasoning; C-K theory;

    机译:有创意的设计;相似度测量;知识聚类;基于案例的推理;C-K理论;

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