• DocumentCode
    417434
  • Title

    Adaptive step-size sign least mean squares

  • Author

    Aldajani, Mansour A.

  • Author_Institution
    Dept. of Syst. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
  • Volume
    2
  • fYear
    2004
  • fDate
    17-21 May 2004
  • Abstract
    In this paper, we propose a novel structure for adaptive sign least mean squares (ASLMS). A powerful adaptation scheme is used to adapt the step-size of the sign function inside the recursion of the sign algorithm. It is shown how the algorithm can be implemented with no real multiplication. Simulation results show that the performance of the proposed algorithm can be made arbitrarily close to that of the original least means squares algorithm.
  • Keywords
    adaptive filters; adaptive signal processing; least mean squares methods; recursive filters; ASLMS; adaptive sign least mean squares; adaptive step-size; performance; sign algorithm recursion; sign function; Additive noise; Delta modulation; Estimation error; Filtering algorithms; Filters; Least squares approximation; Minerals; Petroleum; Power engineering and energy; Systems engineering and theory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-8484-9
  • Type

    conf

  • DOI
    10.1109/ICASSP.2004.1326346
  • Filename
    1326346