An Integrated Fuzzy Trust Prediction Approach in Product Design and Engineering

被引:1
|
作者
Azadeh, A. [1 ]
Sadri, Sh. [2 ]
Saberi, M. [3 ]
Yoon, J. H. [4 ]
Chang, E. [3 ]
Hussain, O. Khadeer [3 ]
Zia, N. Pourmohammad [2 ]
机构
[1] Univ Tehran, Sch Ind & Syst Engn, Coll Engn, Tehran, Iran
[2] Amirkabir Univ Technol, Dept Ind Engn & Management Syst, Tehran, Iran
[3] UNSW Canberra, Business Sch, Canberra, ACT, Australia
[4] Yonsei Univ, Dept Math, Seoul, South Korea
关键词
Product engineering; Trust prediction; Conventional time series analysis; Artificial neural networks; Adaptive neuro-fuzzy inference system; PROGRAMMING APPROACH; CONCURRENT; PERFORMANCE; NETWORKS; SAFETY;
D O I
10.1007/s40815-017-0314-1
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, the success of a company is dependent to the novelty of the company in developing new items. Product design and engineering are a basic phase in developing new commodities which examines the product economically and technologically. In the proposed study, "Trust'' is identified as an effective factor on the life cycle of the new designed product. This study addresses a simulation structure to generate all the possible trust modes between two agents over time and implements four prediction methods to forecast the trust value of the new item. The time horizon is considered to be short term and middle term, and 27 and 108 scenarios are designed, respectively, based on three categories involving high, medium and short trust. Here, three prediction techniques: conventional time series, artificial neural networks and adaptive neuro-fuzzy inference system, are recommended and compared. By comparing MAPEs of all prediction methods, the best technique is identified.
引用
收藏
页码:1190 / 1199
页数:10
相关论文
共 50 条
  • [1] An Integrated Fuzzy Trust Prediction Approach in Product Design and Engineering
    A. Azadeh
    Sh. Sadri
    M. Saberi
    J. H. Yoon
    E. Chang
    O. Khadeer Hussain
    N. Pourmohammad Zia
    International Journal of Fuzzy Systems, 2017, 19 : 1190 - 1199
  • [2] An integrated fuzzy decision approach for product design and evaluation
    Liu, Hao-Tien
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2013, 25 (03) : 709 - 721
  • [3] An integrated fuzzy approach for evaluating remanufacturing alternatives of a product design
    Wang X.
    Chan H.K.
    Journal of Remanufacturing, 3 (1)
  • [4] Product Design Prediction Using Integrated Dynamic Kansei Engineering Scheme
    Wang, Kun-Chieh
    JOURNAL OF INTERNET TECHNOLOGY, 2014, 15 (07): : 1217 - 1225
  • [5] An integrated fuzzy logic approach to customer-oriented product design
    Gologlu, Cevdet
    Mizrak, Cihan
    JOURNAL OF ENGINEERING DESIGN, 2011, 22 (02) : 113 - 127
  • [6] Product Line Design for Consumer Durables: An Integrated Marketing and Engineering Approach
    Luo, Lan
    JOURNAL OF MARKETING RESEARCH, 2011, 48 (01) : 128 - 139
  • [7] Developing an integrated approach to product design
    Felton, AJ
    COLLABORATIVE DESIGN, 2000, : 485 - 492
  • [8] Research on integrated methodology of product design for Concurrent Engineering
    Yun, JG
    Wang, JH
    Lu, YM
    PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, 2000, : 302 - 304
  • [10] Integrated Kansei Engineering and FMEA in Innovative Product Design
    Hsiao, Shih-Wen
    Wu, Chien-Nan
    TRANSDISCIPLINARY ENGINEERING: A PARADIGM SHIFT, 2017, 5 : 321 - 328