• DocumentCode
    1221783
  • Title

    Combined RLS-LMS initialization for per tone equalizers in DMT-receivers

  • Author

    Ysebaert, Geert ; Vanbleu, Koen ; Cuypers, Gert ; Moonen, Marc ; Pollet, Thierry

  • Author_Institution
    Katholieke Univ. Leuven, Belgium
  • Volume
    51
  • Issue
    7
  • fYear
    2003
  • fDate
    7/1/2003 12:00:00 AM
  • Firstpage
    1916
  • Lastpage
    1927
  • Abstract
    In discrete multitone receivers, the classical equalizer structure consists of a (real) time domain equalizer (TEQ) combined with complex one-tap frequency domain equalizers. An alternative receiver is based on a per tone equalization (PTEQ), which optimizes the signal-to-noise ratio (SNR) on each tone separately and, hence, the total bitrate. In this paper, a new initialization scheme for the PTEQ is introduced, based on a combination of least mean squares (LMS) and recursive least squares (RLS) adaptive filtering. It is shown that the proposed method has only slightly slower convergence than full square-root RLS (SR-RLS) while complexity as well as memory cost are reduced considerably. Hence, in terms of complexity and convergence speed, the proposed algorithm is in between LMS and RLS.
  • Keywords
    OFDM modulation; adaptive filters; convergence of numerical methods; digital subscriber lines; equalisers; least mean squares methods; receivers; recursive filters; signal flow graphs; ADSL; DMT-receivers; LMS; PTEQ; RLS adaptive filtering; combined RLS-LMS initialization; complexity; discrete multitone receivers; equalizer structure; least mean squares; memory cost; per tone equalizers; recursive least squares adaptive filtering; signal-to-noise ratio; Adaptive filters; Bit rate; Convergence; Costs; Equalizers; Frequency domain analysis; Least squares approximation; Least squares methods; Resonance light scattering; Signal to noise ratio;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2003.812727
  • Filename
    1206700