题名 | SMFM-based analogy retrieval tool for the conceptual design of innovative products |
作者 | |
通讯作者 | Bai, Ziqian |
发表日期 | 2023-10-01
|
DOI | |
发表期刊 | |
ISSN | 0166-3615
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EISSN | 1872-6194
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卷号 | 151 |
摘要 | 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. |
关键词 | |
相关链接 | [来源记录] |
收录类别 | |
语种 | 英语
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学校署名 | 第一
; 通讯
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资助项目 | National Natural Science Foundation of China[52203312]
; Natural Science Foundation of Guangdong Province of China[2023A1515011282]
; Education Commision of Guangdong Province of China[2022GXJK317]
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WOS研究方向 | Computer Science
|
WOS类目 | Computer Science, Interdisciplinary Applications
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WOS记录号 | WOS:001034311900001
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出版者 | |
EI入藏号 | 20232614302756
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EI主题词 | Knowledge representation
; Mapping
; Ontology
; Product design
; Query processing
; Structural design
; Vector spaces
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EI分类号 | Surveying:405.3
; Structural Design, General:408.1
; Artificial Intelligence:723.4
; Production Engineering:913.1
; Mathematics:921
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ESI学科分类 | COMPUTER SCIENCE
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来源库 | Web of Science
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引用统计 |
被引频次[WOS]:1
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成果类型 | 期刊论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/549555 |
专题 | 工学院_系统设计与智能制造学院 |
作者单位 | 1.Southern Univ Sci & Technol, Sch Syst Design & Intelligent Mfg, Shenzhen, Peoples R China 2.Sichuan Univ, Sch Mech Engn, Chengdu, Peoples R China 3.Southern Univ Sci & Technol, Sch Syst Design & Intelligent Mfg, Human Comp Interact Design Lab, Shenzhen 518055, Guangdong, Peoples R China |
第一作者单位 | 系统设计与智能制造学院 |
通讯作者单位 | 系统设计与智能制造学院 |
第一作者的第一单位 | 系统设计与智能制造学院 |
推荐引用方式 GB/T 7714 |
Liu, Hongwei,Li, Yan,Bai, Ziqian,et al. SMFM-based analogy retrieval tool for the conceptual design of innovative products[J]. COMPUTERS IN INDUSTRY,2023,151.
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APA |
Liu, Hongwei,Li, Yan,Bai, Ziqian,&Wang, Yimin.(2023).SMFM-based analogy retrieval tool for the conceptual design of innovative products.COMPUTERS IN INDUSTRY,151.
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MLA |
Liu, Hongwei,et al."SMFM-based analogy retrieval tool for the conceptual design of innovative products".COMPUTERS IN INDUSTRY 151(2023).
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条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | 操作 | |
SMF.pdf(12203KB) | -- | -- | 限制开放 | -- |
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