• DocumentCode
    2128227
  • Title

    A fast instrumental variable affine projection algorithm

  • Author

    Maouche, Karim ; Slock, D.T.M.

  • Author_Institution
    Dept. of Mobile Commun., Inst. Eurecom, Sophia Antipolis, France
  • Volume
    3
  • fYear
    1998
  • fDate
    12-15 May 1998
  • Firstpage
    1481
  • Abstract
    We derive a new adaptive filtering algorithm called the instrumental variable affine projection (IVAP) algorithm and give its fast version (FIVAP algorithm). The IVAP algorithm departs from the AP algorithm and uses an IV. The IV process is generated in a way such that the new algorithm combines between the AP and the fast Newton transversal filter (FNTF) algorithms. Simulations show that the IVAP algorithm is more robust to noise than the AP algorithm. With the IV, the sample covariance matrix loses its Hermitian property and its displacement structure is different from the one of the AP algorithm. Consequently, the derivation of a fast version is done by deriving the IV sliding window covariance fast transversal filter (IV SWC FTF) algorithm. Using this and other ingredients, we derive the FIVAP algorithm whose computational complexity is nearly the same as the FAP algorithm
  • Keywords
    Newton method; adaptive filters; adaptive signal processing; computational complexity; covariance matrices; filtering theory; least squares approximations; recursive estimation; signal sampling; AP algorithm; FIVAP algorithm; FNTF algorithm; Hermitian property; IV sliding window; IVAP algorithm; RLS algorithm; adaptive filtering algorithm; computational complexity; covariance fast transversal filter; displacement structure; fast Newton transversal filter; fast instrumental variable affine projection algorithm; noise robustness; sample covariance matrix; simulations; Adaptive filters; Computational complexity; Covariance matrix; Filtering algorithms; Instruments; Least squares approximation; Noise robustness; Projection algorithms; Resonance light scattering; Transversal filters;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
  • Conference_Location
    Seattle, WA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-4428-6
  • Type

    conf

  • DOI
    10.1109/ICASSP.1998.681729
  • Filename
    681729