• DocumentCode
    568050
  • Title

    Research of Multi-mode Noise suppression based on variable step-size NLMS-Newton algorithm

  • Author

    Dalabaev, Senbai ; Liao, Chang ; Muhammad, Ababekri ; Ahmetov, Bekturgan

  • Author_Institution
    Sch. of Inf. Sci. & Eng., Xinjiang Univ., Urumqi, China
  • fYear
    2012
  • fDate
    23-27 July 2012
  • Firstpage
    199
  • Lastpage
    203
  • Abstract
    In reality, there are Multi-mode Noise (as a whole, they are non-Gaussian noise), it causes serious damage and loss to the signals. Traditional LMS algorithm can not suppress the noise well, not only slowing down the convergence, but also occurring a big steady-state error and the offset amount. This paper combined with the advantages of LMS algorithm and the Newton algorithm, to propose the amendment of autocorrelation matrix and take variable step-size which changes by the SNR. Simulation results show that the proposed algorithm in this paper has greatly improved in convergence rate, steady state error and the offset amount. It also can well suppress multi-mode noise to take useful signal.
  • Keywords
    Newton method; adaptive signal processing; intersymbol interference; least mean squares methods; matrix algebra; signal denoising; SNR; adaptive signal processing; autocorrelation matrix; intersymbol interference; multimode noise suppression; steady-state error; variable step-size NLMS-Newton algorithm; Adaptation models; Educational institutions; Least squares approximation; Training; LMS algorithm; autocorrelation matrix; multi-mode noise; noise suppression; variable step-size;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cross Strait Quad-Regional Radio Science and Wireless Technology Conference (CSQRWC), 2012
  • Conference_Location
    New Taipei City
  • Print_ISBN
    978-1-4673-1867-9
  • Type

    conf

  • DOI
    10.1109/CSQRWC.2012.6294991
  • Filename
    6294991