• DocumentCode
    431888
  • Title

    Partial update subband implementation of complex pseudo-affine projection algorithm on oversampled filterbanks

  • Author

    Sheikhzadeh, Hamid ; Whyte, Kevin R L ; Brennan, Robert L.

  • Author_Institution
    AMI Semicond. Canada Co., Waterloo, Ont., Canada
  • Volume
    4
  • fYear
    2005
  • fDate
    18-23 March 2005
  • Abstract
    Fast adaptive algorithms targeted for low-resource implementation on oversampled filterbanks are discussed. First, simplifications to the pseudo-affine projection (PAP) are proposed that decrease the computation cost without degrading the performance. Next, the sequential update PAP algorithm is proposed to further decrease the computational complexity. It is shown that, unlike the partial update fast affine projection, increasing the decimation rate of the partial update algorithm does not lead to more aliasing in the sequential update PAP. Moreover, it is experimentally observed that with proper regularization or step-size scaling, the convergence rate of the sequential PAP is identical for various decimation factors of the partial update. The proposed methods are implemented and evaluated on a low-resource oversampled filterbank platform.
  • Keywords
    adaptive estimation; adaptive filters; channel bank filters; sequential estimation; signal sampling; complex pseudo-affine projection algorithm; decimation rate; decreased computational complexity; fast adaptive algorithms; low-resource implementation; oversampled filterbanks; partial update subband implementation; regularization; sequential update PAP algorithm; step-size scaling; Adaptive filters; Ambient intelligence; Autocorrelation; Computational complexity; Computational efficiency; Convergence; Degradation; Gaussian processes; Projection algorithms; Time domain analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-8874-7
  • Type

    conf

  • DOI
    10.1109/ICASSP.2005.1416023
  • Filename
    1416023