基于smfm的创新产品概念设计类比检索工具

IF 8.2 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers in Industry Pub Date : 2023-10-01 DOI:10.1016/j.compind.2023.103973
Hongwei Liu , Yan Li , Ziqian Bai , Yimin Wang
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引用次数: 0

摘要

类比设计(DbA)是一种强有力的创新概念设计方法。跨领域类比是产生新概念的灵感来源。因此,如何有效地检索它们就成为一个亟待解决的问题。本文提出了一种基于结构映射函数模型(SMFM)的类比检索工具。在结构映射理论的启发下,SMFM考虑了两个深入的特征:函数关系和函数之间的因果关系,这两个特征分别用函数和元函数概念表示。SMFM用于从实例(即工程或生物系统)中获取设计知识,以建立案例数据库。SMFM本体是为连接知识表示和类比检索而构建的。它的元函数、函数和流项用于对建模实例进行索引,从而建立索引数据库。通过基于本体的查询扩展、向量空间模型和加权余弦相似度实现了相似检索。通过输入函数或元函数查询,我们检索所需的跨领域类比,其设计知识通过函数模型来展示,以启发目标函数或元功能的实现。最后,评估了该工具在跨领域类比检索中的有效性。一个应用实例说明了它在帮助创新设计方面的实用性。此外,还进行了一项实验来测试该工具。结果表明,我们的工具可以帮助用户(如工程设计师)更快地生成新的方案来实现目标元函数,并且方案的质量更高。
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SMFM-based analogy retrieval tool for the conceptual design of innovative products

Design-by-Analogy (DbA) is a powerful approach to innovative conceptual design. Cross-domain analogies are the stimulated sources of inspiration for generating new concepts. Therefore, how to efficiently retrieve them becomes an essential issue to be solved. This paper proposes a tool based on a structure-mapping function model (SMFM) for analogy retrieval. Inspired by the structure-mapping theory, SMFM considers two in-depth features: functional relation and causal relation between functions, which are expressed by function and meta-function concepts, respectively. SMFM serves to capture design knowledge from instances (i.e., engineering or biological systems) to establish a case database. The SMFM ontology is constructed for linking knowledge representation and analogy retrieval. Its meta-function, function, and flow terms are used to index the modeled instances so as to establish an index database. Analogy retrieval is realized by the ontology-based query expansion, vector space model and weighted cosine similarity. By inputting function or meta-function queries, we retrieve the required cross-domain analogies, whose design knowledge is displayed by function models to inspire target functions or meta-functions realization. Finally, the tool is evaluated for its effectiveness in cross-domain analogies retrieval. An application example illustrates its practicality in aiding innovative design. Additionally, an experiment was conducted to test the tool. The results indicate that our tool can assist users (e.g., engineering designers) to more quickly generate new schemes to realize target meta-functions and the quality of schemes is higher.

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来源期刊
Computers in Industry
Computers in Industry 工程技术-计算机:跨学科应用
CiteScore
18.90
自引率
8.00%
发文量
152
审稿时长
22 days
期刊介绍: The objective of Computers in Industry is to present original, high-quality, application-oriented research papers that: • Illuminate emerging trends and possibilities in the utilization of Information and Communication Technology in industry; • Establish connections or integrations across various technology domains within the expansive realm of computer applications for industry; • Foster connections or integrations across diverse application areas of ICT in industry.
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