• DocumentCode
    2303359
  • Title

    A fast implementation of Quasi-Newton LMS algorithm using FFT

  • Author

    Salman, Mohammad Shukri ; Kukrer, Osman ; Hocanin, Aykut

  • Author_Institution
    Electr. & Electron. Eng. Dept., Mevlana (Rumi) Univ., Konya, Turkey
  • fYear
    2012
  • fDate
    16-18 May 2012
  • Firstpage
    510
  • Lastpage
    513
  • Abstract
    In this paper, a new efficient adaptive filtering algorithm belonging to the Quasi-Newton (QN) family is proposed. In the new algorithm, the autocorrelation matrix is assumed to be Toeplitz. Due to this assumption, the algorithm can be implemented in the frequency domain using the fast Fourier transform (FFT). The proposed algorithm turns out to be particularly suitable for adaptive channel equalization in wireless burst transmission systems. The algorithm exhibits a faster convergence rate and less computational complexity, as compared with other Newton-type algorithms. The performance of the proposed algorithm is compared to that of the QN-LMS algorithm in noise cancellation and channel equalization settings.
  • Keywords
    Toeplitz matrices; adaptive equalisers; adaptive filters; channel estimation; computational complexity; convergence of numerical methods; correlation methods; fast Fourier transforms; interference suppression; least mean squares methods; wireless channels; FFT; Toeplitz matrix; adaptive channel equalization; adaptive filtering algorithm; autocorrelation matrix; computational complexity; convergence rate; fast Fourier transform; noise cancellation; quasiNewton LMS algorithm; wireless burst transmission systems; Computational complexity; Convergence; Correlation; Equations; Frequency domain analysis; Least squares approximation; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Information and Communication Technology and it's Applications (DICTAP), 2012 Second International Conference on
  • Conference_Location
    Bangkok
  • Print_ISBN
    978-1-4673-0733-8
  • Type

    conf

  • DOI
    10.1109/DICTAP.2012.6215414
  • Filename
    6215414