Design Method of Product Agile Customization Based on Artificial Neural Network and Its Application

被引:0
|
作者
Yuan, Changfeng [1 ]
Wang, Wanlei [2 ]
Lin, Yan [1 ]
Chen, Yan [1 ]
机构
[1] Dalian Maritime Univ, Transportat Management Coll, Dalian, Peoples R China
[2] Dalian Nat Univ, Electromech & Informat Engn Coll, Dalian, Peoples R China
基金
中国国家自然科学基金;
关键词
agile customization design; artificial neural network; roll plate machine;
D O I
10.4304/jcp.6.4.776-783
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Product agile customization design is an effective technological measure to win the customers and improve development efficiency. In this paper, on the basis of analyzing the characteristics of product design process and integrating the advantages of artificial neural network (ANN), a novel design method of product agile customization based on ANN is put forward. In the method, ANN models between design demands of different design stages and corresponding product structures are established so as to determine product structural styles quickly by applying artificial neural network. Finally, this method is successfully applied to the general schematic design process of a roll plate machine's customization, and its effectivity is verified.
引用
收藏
页码:776 / 783
页数:8
相关论文
共 50 条
  • [1] Design Method of Product Agile Customization Based on Dynamic Multi-Artificial Neural Network Models
    Yuan Chang-feng
    Wang Wan-lei
    Chen Yan
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY, VOLS 1-5, 2008, : 917 - +
  • [2] Personalized customization in product design using customer attributes and artificial neural network
    Wang, Huanhuan
    Yang, Qingping
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 2012, 226 (B8) : 1416 - 1420
  • [3] Network-on-Interposer Design for Agile Neural-Network Processor Chip Customization
    Wang, Mengdi
    Wang, Ying
    Liu, Cheng
    Zhang, Lei
    [J]. 2021 58TH ACM/IEEE DESIGN AUTOMATION CONFERENCE (DAC), 2021, : 49 - 54
  • [4] An Interactive Evolutionary Design Method for Mobile Product Customization and Validation of Its Application
    Zeng, Dong
    Guan, Ming
    He, Maoen
    Tian, Ziyu
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2022, 15 (01)
  • [5] An Interactive Evolutionary Design Method for Mobile Product Customization and Validation of Its Application
    Dong Zeng
    Ming Guan
    Maoen He
    Ziyu Tian
    [J]. International Journal of Computational Intelligence Systems, 15
  • [6] Product customization method based on extension design
    Zhu S.
    Lou X.
    Li W.
    Dong Y.
    [J]. Li, Wenjie (jawen_id@163.com), 1600, CIMS (26): : 2661 - 2669
  • [7] An engineering geology evaluation method based on an artificial neural network and its application
    Xia, YY
    Xie, YM
    Zhu, RG
    [J]. ENGINEERING GEOLOGY, 1997, 47 (1-2) : 149 - 156
  • [8] A Framework of product Knowledge Management supporting Product Agile Customization Design
    Yang, Chunli
    Li, Hao
    [J]. IEEE/SOLI'2008: PROCEEDINGS OF 2008 IEEE INTERNATIONAL CONFERENCE ON SERVICE OPERATIONS AND LOGISTICS, AND INFORMATICS, VOLS 1 AND 2, 2008, : 308 - +
  • [9] A Coating Design Method Based on Artificial Neural Network
    Zhang, Yu
    Zhang, Xiong
    Wen, FanZhao
    Wang, Li
    Ruan, Guifu
    [J]. PROCEEDINGS OF CHINA DISPLAY/ASIA DISPLAY 2011, 2011, : 729 - 732
  • [10] Knowledge management methodologies supporting product agile customization design
    Liu, XB
    Yang, CL
    Gao, TY
    Wei, XM
    Sun, W
    [J]. THIRD INTERNATIONAL CONFERENCE ON ELECTRONIC COMMERCE ENGINEERING: DIGITAL ENTERPRISES AND NONTRADITIONAL INDUSTRIALIZATION, 2003, : 535 - 539