Interweaving genetic programming and genetic algorithm for structural and parametric optimization in adaptive platform product customization

被引:21
作者
Li, L.
Huang, G. Q.
Newman, Stephen T.
机构
[1] Univ Hong Kong, Dept Ind & Mfg Syst Engn, Hong Kong, Peoples R China
[2] Univ Bath, Dept Engn Mech, Bath BA2 7AY, Avon, England
基金
中国国家自然科学基金;
关键词
product platform; platform product customization; GBOM; evolutionary algorithm; genetic programming; genetic algorithm;
D O I
10.1016/j.rcim.2007.02.014
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
An adaptive product platform offers high customizability for generating feasible product variants for customer requirements. Customization takes place not only to product platform structure but also to its relevant parameters. Structural and parametric optimization processes are interwoven with each other to achieve the total optimality. This paper presents an evolutionary method dealing with interwoven structural and parametric optimization of adaptive platform product customization. The method combines genetic programming and genetic algorithm for handling structural and parametric optimization, respectively. Efficient genetic representation and operation schemes are carefully adapted. While designing these schemes, features specific to structural and parameter customization are considered for the simplification of platform product management. The experimental results show that the performance of the proposed algorithm outperforms that of the tandem evolutionary algorithm in which a genetic algorithm for parametric optimization is totally nested in a genetic programming for structural optimization. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:650 / 658
页数:9
相关论文
共 17 条
  • [1] CHIDAMBARAM B, 1999, P ASME DES ENG TECHN, P1
  • [2] A genetic algorithm based method for product family design optimization
    D'Souza, B
    Simpson, TW
    [J]. ENGINEERING OPTIMIZATION, 2003, 35 (01) : 1 - 18
  • [3] Multi-speed gearbox design using multi-objective evolutionary algorithms
    Deb, K
    Jain, S
    [J]. JOURNAL OF MECHANICAL DESIGN, 2003, 125 (03) : 609 - 619
  • [4] Deb K., 1995, Complex Systems, V9, P115
  • [5] Deb K., 1997, ICGA, P521
  • [6] Du XH, 2002, CONCURRENT ENG-RES A, V10, P113, DOI [10.1177/1063293X02010002635, 10.1106/106329302027635]
  • [7] Product variety optimization simultaneously designing module combination and module attributes
    Fujita, K
    Yoshida, H
    [J]. CONCURRENT ENGINEERING-RESEARCH AND APPLICATIONS, 2004, 12 (02): : 105 - 118
  • [8] A method for architecting product platforms
    Gonzalez-Zugasti, JP
    Otto, KN
    Baker, JD
    [J]. RESEARCH IN ENGINEERING DESIGN-THEORY APPLICATIONS AND CONCURRENT ENGINEERING, 2000, 12 (02): : 61 - 72
  • [9] GENERIC BILL-OF-MATERIAL - A NEW PRODUCT MODEL
    HEGGE, HMH
    WORTMANN, JC
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 1991, 23 (1-3) : 117 - 128
  • [10] A methodology of developing product family architecture for mass customization
    Jiao, JX
    Tseng, MM
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 1999, 10 (01) : 3 - 20