• DocumentCode
    396556
  • Title

    Realization of the NLMS based transversal adaptive filter using block floating point arithmetic

  • Author

    Mitra, Abhijit ; Chakraborty, Mrityunjoy

  • Author_Institution
    Dept. of Electron. & Electr. Commun. Eng., Indian Inst. of Technol., Kharagpur, India
  • Volume
    4
  • fYear
    2003
  • fDate
    25-28 May 2003
  • Abstract
    This paper presents a novel scheme to implement the normalized LMS algorithm in block floating point (BFP) format which permits processing of data over a wide dynamic range at a processor cost marginally higher than that of a fixed point processor. Appropriate BFP formats for both the data and the filter coefficients have been adopted and adjustments made in filtering and weight updating processes so as to sustain the adopted formats and to prevent overflow in these two operations jointly. This is achieved by restricting the step size control parameter available in the NLMS algorithm to lie within an upper bound, which is only slightly less than the upper bound for convergence and thus has marginal effect on convergence speed.
  • Keywords
    adaptive filters; convergence of numerical methods; digital filters; floating point arithmetic; least mean squares methods; NLMS based transversal adaptive filter; block floating point arithmetic; convergence speed; data coefficients; filter coefficients; normalized LMS algorithm; step size control parameter; upper bound for convergence; wide dynamic range; Adaptive filters; Convergence; Digital filters; Dynamic range; Filtering; Floating-point arithmetic; Least squares approximation; Signal processing algorithms; Size control; Upper bound;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
  • Print_ISBN
    0-7803-7761-3
  • Type

    conf

  • DOI
    10.1109/ISCAS.2003.1205888
  • Filename
    1205888