• DocumentCode
    1635850
  • Title

    Fuzzy selection based differential evolution algorithm for analog cell sizing capturing imprecise human intentions

  • Author

    Liu, Bo ; Fernández, Francisco V. ; Gielen, Georges

  • Author_Institution
    ESAT-MICAS, Katholieke Univ. Leuven, Leuven
  • fYear
    2009
  • Firstpage
    622
  • Lastpage
    629
  • Abstract
    In this paper, a fuzzy selection-based differential evolution algorithm (FSBDE) for analog cell sizing is investigated. By combining the selection-based constraint handling method and fuzzy membership functions, a new selection methodology for handling fuzzy constraints is proposed and is integrated with the differential evolution (DE) algorithm to construct FSBDE. FSBDE specializes in solving analog sizing problems capturing imprecise human intentions, both avoiding the inflexibility of crisp constraint sizing methods and the excessive relaxation of available fuzzy sizing approaches. The high optimization ability of the DE algorithm is also inherited in this approach. Comparisons are carried out with the crisp selection-based differential evolution algorithm (SBDE) and DE in conjunction with available fuzzy optimization methods, showing that the proposed FSBDE algorithm presents important advantages in terms of fuzzy constraint handling ability and optimization quality.
  • Keywords
    analogue integrated circuits; circuit analysis computing; constraint handling; evolutionary computation; fuzzy set theory; sizing (materials processing); analog cell sizing; analog integrated circuit; crisp selection-based differential evolution algorithm; fuzzy constraint handling ability; fuzzy membership functions; fuzzy optimization methods; fuzzy selection-based differential evolution algorithm; imprecise human intentions; relaxation; selection-based constraint handling method; Analog circuits; Circuit simulation; Clustering algorithms; Constraint optimization; Design optimization; Evolutionary computation; Humans; Integrated circuit synthesis; Optimization methods; Performance evaluation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2009. CEC '09. IEEE Congress on
  • Conference_Location
    Trondheim
  • Print_ISBN
    978-1-4244-2958-5
  • Electronic_ISBN
    978-1-4244-2959-2
  • Type

    conf

  • DOI
    10.1109/CEC.2009.4983003
  • Filename
    4983003