• DocumentCode
    3399974
  • Title

    The research on LMS adaptive filter based on multi-scale domain

  • Author

    Zhang WeiJun

  • Author_Institution
    Electr. & Inf. Dept., Chang Chun Inst. of Technol., Chang Chun, China
  • fYear
    2011
  • fDate
    19-22 Aug. 2011
  • Firstpage
    2619
  • Lastpage
    2622
  • Abstract
    This paper researches on designing LMS adaptive filter by using multi-scale wavelet theory. With presenting the structure of linear filter based on Orthogonal wavelet, analyzing theory of adaptive filter algorithm based on multi scale orthogonal wavelet and integrating LMS algorithm with multi-scale wavelet transform, a new adaptive filter algorithm is proposed. According to the new algorithm, autocorrelation matrix condition number is decreased, the contradictions between convergence rate, precision and step factor rare are overcome. Then, the better convergence rate and stability can be obtained. At last, The new filter algorithm is applied in signals processing for servo control system, the simulation results show that the new filter avoids slow convergence and big imbalance in traditional adaptive filter system, and the new algorithm is effective.
  • Keywords
    adaptive filters; correlation theory; least mean squares methods; matrix algebra; servomechanisms; stability; wavelet transforms; LMS; adaptive filter; autocorrelation matrix; linear filter; multiscale wavelet transform; orthogonal wavelet analyzing theory; servo control; signal processing; stability; Adaptive filters; Filtering algorithms; Filtering theory; Least squares approximation; Wavelet analysis; Wavelet transforms; Adaptive Filter; LMS; Multi-Scale; Servo Control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronic Science, Electric Engineering and Computer (MEC), 2011 International Conference on
  • Conference_Location
    Jilin
  • Print_ISBN
    978-1-61284-719-1
  • Type

    conf

  • DOI
    10.1109/MEC.2011.6026029
  • Filename
    6026029