• DocumentCode
    2634271
  • Title

    Using genetic programming for developing relationship between engineering characteristics and customer requirements in new products

  • Author

    Chan, K.Y. ; Dillon, T.S. ; Kwong, C.K. ; Ling, S.H.

  • Author_Institution
    Digital Ecosyst. & Bus. Intell. Inst., Curtin Univ. of Technol., Perth, WA, Australia
  • fYear
    2011
  • fDate
    21-23 June 2011
  • Firstpage
    526
  • Lastpage
    531
  • Abstract
    In product planning, development of models of relationship between engineering characteristics and customer requirements in new products is an important process in quality function deployment (QFD), which is a widely used customer driven approach. In this paper, a methodology based on genetic programming (GP) is presented to generate a reliable model that can be used to predict the customer requirements from the engineering characteristics. The proposed GP based method, which has the capability to carry out simultaneous optimization of model relationship structures and parameters, is used to automatically generate accurate nonlinear models relating the two requirements. A case study of the digital camera design shows that the proposed GP based method produce a more accurate and interpretable models than the other commonly used methods, which ignore nonlinear terms in the model development.
  • Keywords
    customer services; genetic algorithms; product development; production planning; quality function deployment; reliability; GP based method; QFD; accurate nonlinear models; customer driven approach; customer requirements; digital camera design; engineering characteristics; genetic programming; interpretable models; model development; model relationship structures; new products; nonlinear terms; product development; product planning; quality function deployment; reliable model; simultaneous optimization; Biological system modeling; Computational modeling; Data models; Genetic programming; Mathematical model; Planning; Quality function deployment;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics and Applications (ICIEA), 2011 6th IEEE Conference on
  • Conference_Location
    Beijing
  • ISSN
    pending
  • Print_ISBN
    978-1-4244-8754-7
  • Electronic_ISBN
    pending
  • Type

    conf

  • DOI
    10.1109/ICIEA.2011.5975642
  • Filename
    5975642