• DocumentCode
    3269731
  • Title

    Rapid optimization of FRM digital filters over CSD multiplier coefficient space using a diversity controlled genetic algorithm

  • Author

    Kilambi, Sai M. ; Nowrouzian, Behrouz

  • Author_Institution
    Univ. of Alberta, Edmonton
  • fYear
    2007
  • fDate
    5-8 Aug. 2007
  • Firstpage
    1185
  • Lastpage
    1188
  • Abstract
    In a preceding paper, it was shown that the canonical signed-digit (CSD) representation of the multiplier coefficients in frequency response-masking (FRM) FIR digital filters leads to a substantial reduction in the hardware complexity of the FIR digital filter. However, a direct approximation of the infinite-precision multiplier coefficients to their CSD counterparts may cause the FIR digital filter to cease to satisfy the given filter design specifications. This paper presents a novel technique based on diversity controlled (DC) genetic algorithm (GA) for the discrete optimization of FRM FIR digital filters over the CSD multiplier coefficient space. The salient feature of the DCGA technique is that it permits external control over population diversity and parent selection pressure, giving rise to a rapid convergence to an optimal solution. It is shown that the application of the proposed DCGA technique to the optimization of a benchmark low-pass FRM digital filter over CSD multiplier coefficient space leads to an order of magnitude speed-up factor as compared to that associated with a conventional GA. Moreover, the optimized CSD FRM digital filter outperforms the corresponding infinite-precision digital filter obtained by the classical Parks-Mclellan approach.
  • Keywords
    FIR filters; circuit optimisation; frequency response; genetic algorithms; low-pass filters; multiplying circuits; CSD multiplier coefficient space; FRM FIR digital filter; canonical signed-digit; discrete optimization; diversity controlled genetic algorithm; filter design; frequency response-masking; infinite-precision multiplier coefficient; low-pass filter; Computational complexity; Digital control; Digital filters; Finite impulse response filter; Frequency diversity; Genetic algorithms; Hardware; Optimal control; Pressure control; Transfer functions; Diversity Controlled Genetic Algorithms; FRM Digital Filters;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2007. MWSCAS 2007. 50th Midwest Symposium on
  • Conference_Location
    Montreal, Que.
  • ISSN
    1548-3746
  • Print_ISBN
    978-1-4244-1175-7
  • Electronic_ISBN
    1548-3746
  • Type

    conf

  • DOI
    10.1109/MWSCAS.2007.4488766
  • Filename
    4488766