Research on new creative conceptual design system using adapted case-based reasoning technique

被引:12
|
作者
Hu, Jie [1 ]
Ma, Jin [1 ]
Feng, Jin-Feng [1 ]
Peng, Ying-Hong [1 ]
机构
[1] Shanghai Jiao Tong Univ, Inst Knowledge Based Engn, Sch Mech Engn, Dongchuan Rd 800, Shanghai 200240, Peoples R China
基金
中国国家自然科学基金;
关键词
Case-Based Reasoning; Conceptual Design; Function-Behavior-Structure Knowledge Cell; Hybrid Similarity Measure; REPRESENTATION; SIMILARITY; RETRIEVAL; FRAMEWORK; ONTOLOGY; ANALOGY; CBR;
D O I
10.1017/S0890060416000159
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Creative conceptual design requires significant previous design knowledge. Case-based reasoning enables learning from previous design experience and has a great potential in supporting creative conceptual design by means of seeking to retrieve, reuse, and revise most appropriate cases to generate inspired solutions. However, traditional case-based reasoning based creative conceptual design models focus on design strategies research, pay little attention to defining a consistent knowledge representation model, and neglect the research to make various types of knowledge retrieval tractable. Faced with such drawbacks, the expected design knowledge cannot be retrieved properly, especially in cases where multidisciplinary knowledge is concerned or exact query terms are absent. In order to solve these issues, this paper presents a combined approach to support creative conceptual design process. First, function-behavior-structure knowledge cell is introduced as a unified consistent design knowledge representation model. Second, a hybrid similarity measure is proposed to increase the overall possibility of obtaining useful design knowledge by considering semantic understanding ability. Third, an intelligent creative conceptual design system has been developed with a case study of a novel insulin pump design to demonstrate its usage, and two experiments are conducted to evaluate the performance of the proposed approach. The results show that the proposed approach outperforms other case-based reasoning based creative conceptual design models.
引用
收藏
页码:16 / 29
页数:14
相关论文
共 50 条
  • [1] Research on high creative application of case-based reasoning system on engineering design
    Guo, Yuan
    Peng, Yinghong
    Hu, Jie
    [J]. COMPUTERS IN INDUSTRY, 2013, 64 (01) : 90 - 103
  • [2] Case-Based Reasoning in Conceptual Design
    Gao Jianfeng
    Bu Fenglin
    Zhang Shensheng (CIT Lab in Computer Science Dept.
    [J]. CADDM, 1998, DesignandManufacturing.1998 (02) : 29 - 37
  • [3] Design and realization of case-based reasoning product conceptual design system
    Xiong, HongYun
    Sun, SuRong
    [J]. 7TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED INDUSTRIAL DESIGN & CONCEPTUAL DESIGN, 2006, : 52 - +
  • [4] A fixture design system using case-based reasoning
    Sun, SH
    Chen, JHL
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 1996, 9 (05) : 533 - 540
  • [5] SEED-Config: A case-based reasoning system for conceptual building design
    Rivard, H
    Fenves, SJ
    [J]. AI EDAM-ARTIFICIAL INTELLIGENCE FOR ENGINEERING DESIGN ANALYSIS AND MANUFACTURING, 2000, 14 (05): : 415 - 430
  • [6] Creative design through knowledge clustering and case-based reasoning
    Liu, Wei
    Tan, Runhua
    Cao, Guozhong
    Yu, Fei
    Li, Hui
    [J]. ENGINEERING WITH COMPUTERS, 2020, 36 (02) : 527 - 541
  • [7] Creative design through knowledge clustering and case-based reasoning
    Wei Liu
    Runhua Tan
    Guozhong Cao
    Fei Yu
    Hui Li
    [J]. Engineering with Computers, 2020, 36 : 527 - 541
  • [8] Supporting Creative Problem Solving with a Case-Based Reasoning System
    Althuizen, Niek
    Wierenga, Berend
    [J]. JOURNAL OF MANAGEMENT INFORMATION SYSTEMS, 2014, 31 (01) : 309 - 340
  • [9] Research on Optimization of Case-Based Reasoning System
    Tong, Lin
    Wu, Di
    [J]. PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS ENGINEERING (CASE-13), 2013, 45 : 34 - 37
  • [10] A Case-based Reasoning System for Mechanical Design
    Liu Jia-li
    Yan Xiang-bin
    Qi Wei
    Li Yi-jun
    [J]. 2008 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING (15TH), VOLS I AND II, CONFERENCE PROCEEDINGS, 2008, : 585 - 590