• DocumentCode
    3456704
  • Title

    A low complexity realization of the sign-LMS algorithm

  • Author

    Rath, Shakti Shankar ; Chakraborty, Mrityunjoy

  • Author_Institution
    Texas Instrum., Bangalore, India
  • fYear
    2010
  • fDate
    21-23 June 2010
  • Firstpage
    51
  • Lastpage
    53
  • Abstract
    The sign-LMS algorithm is a popular adaptive filter that requires only addition/subtraction but no multiplication in the weight update loop. To reduce the complexity of multiplication that arises in the filtering part of the sign-LMS algorithm, a special radix-4 format is presented in this paper to represent each filter coefficient. The chosen format guarantees sufficient sparsity which in turn reduces the multiplicative complexity as no partial product needs to be computed when the multiplicand is a binary zero. Care, is, however taken to ensure that the weight update process generates the updated weight also in the same chosen radix-4 format, which is ensured by developing an algorithm for adding a 2´s complement number with a number given in the adopted radix-4 format.
  • Keywords
    adaptive filters; computational complexity; digital arithmetic; digital filters; least mean squares methods; adaptive filter; digital filter realization; low complexity realization; multiplicative complexity; radix-4 format; sign-LMS algorithm; weight update loop; Adaptive filters; Algorithm design and analysis; Digital filters; Error correction; Filtering algorithms; Hardware; Instruments; Least squares approximation; Quantization; Silicon;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Green Circuits and Systems (ICGCS), 2010 International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4244-6876-8
  • Electronic_ISBN
    978-1-4244-6877-5
  • Type

    conf

  • DOI
    10.1109/ICGCS.2010.5543097
  • Filename
    5543097