• DocumentCode
    1942397
  • Title

    Subsection various step-size adaptive algorithm and its performance in noise cancelling and magnetometer calibration

  • Author

    Pan, Mengchun ; Pang, Hongfeng ; Luo, Shitu ; Zhang, Qi ; Xie, Ruifang

  • Author_Institution
    Coll. of Mechatron. Eng. & Autom., Nat. Univ. of Defense Technol., Changsha, China
  • fYear
    2010
  • fDate
    13-15 Aug. 2010
  • Firstpage
    20
  • Lastpage
    24
  • Abstract
    Step-size is the most important parameter in LMS adaptive algorithm, which directly influences the performance of adaptive filter. In this paper, filter parameter is theoretically calculated and subsection various step-size (SVSS) is introduced to improve stability of adaptive filter. Simulation results indicate that the new method of SVSS can solve well the contradiction between convergence rate and stability in noise cancelling. Furthermore, SVSS is introduced in calibration of three-axis magnetometer based on simulation and experiment. Obviously, experiment result shows the advantage of SVSS compared with fixed step-size and various step-size (VSS) method.
  • Keywords
    adaptive filters; calibration; interference suppression; least mean squares methods; magnetometers; stability; LMS adaptive algorithm; SVSS; adaptive filter; magnetometer calibration; noise cancelling; stability; subsection various step-size adaptive algorithm; Adaptive filters; Calibration; Convergence; Filtering algorithms; Magnetic separation; Magnetometers; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Information Processing (ICICIP), 2010 International Conference on
  • Conference_Location
    Dalian
  • Print_ISBN
    978-1-4244-7047-1
  • Type

    conf

  • DOI
    10.1109/ICICIP.2010.5564197
  • Filename
    5564197