• DocumentCode
    1368818
  • Title

    Efficient Implementation of the Affine Projection Sign Algorithm

  • Author

    Ni, Jingen ; Li, Feng

  • Author_Institution
    Sch. of Electron. & Inf. Eng., Soochow Univ., Suzhou, China
  • Volume
    19
  • Issue
    1
  • fYear
    2012
  • Firstpage
    24
  • Lastpage
    26
  • Abstract
    -norm optimization-based sign algorithms (SAs) are more robust against impulsive interference than -norm optimization-based adaptive filtering algorithms. However, most SAs suffer from slow convergence rate, especially for highly correlated input signals. In order to overcome this problem, recently, an affine projection SA (APSA) has been proposed , which exhibits fast convergence rate. In this letter, we first analyze the computational complexity of the APSA in detail and then apply a recursive approach proposed for the affine projection algorithm (APA) to the APSA to reduce its computational complexity. Analysis results show that the computational complexity of the APSA with the efficient implementation method is even lower than that of the classical fast affine projection (FAP) algorithm.
  • Keywords
    adaptive filters; computational complexity; interference (signal); optimisation; FAP algorithm; L1-norm optimization; adaptive filtering algorithms; affine projection sign algorithm; computational complexity; fast affine projection algorithm; impulsive interference; Adaptive filters; Algorithm design and analysis; Computational complexity; Convergence; Interference; Signal processing algorithms; Vectors; Adaptive filtering; affine projection; efficient implementation; sign algorithm;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2011.2174784
  • Filename
    6069814