• DocumentCode
    794743
  • Title

    The wavelet transform-domain LMS adaptive filter with partial subband-coefficient updating

  • Author

    Attallah, Samir

  • Author_Institution
    Electr. & Comput. Eng. Dept., Nat. Univ. of Singapore
  • Volume
    53
  • Issue
    1
  • fYear
    2006
  • Firstpage
    8
  • Lastpage
    12
  • Abstract
    In this paper, we propose and analyze the wavelet transform-domain LMS (WTDLMS) algorithm where only a subset of the adaptive filter coefficients are updated at each iteration. The use of wavelets or subband filterbanks can lead to several novel schemes whose combinations can lead to other sub-schemes as well. In the proposed scheme, the coefficients can be selected altogether as a block and not just individually as done earlier in the literature. This algorithm is then tested in the context of system identification and equalization
  • Keywords
    adaptive filters; channel bank filters; least mean squares methods; wavelet transforms; LMS adaptive filter; computational complexity; least mean square; partial subband-coefficient updating; subband filterbanks; wavelet transform-domain; Adaptive filters; Computational complexity; Convergence; Discrete Fourier transforms; Discrete cosine transforms; Discrete wavelet transforms; Eigenvalues and eigenfunctions; Fourier transforms; Least squares approximation; Stability; Computational complexity; partial update; wavelet transform-domain LMS (WTDLMS);
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems II: Express Briefs, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1549-7747
  • Type

    jour

  • DOI
    10.1109/TCSII.2005.855042
  • Filename
    1576915