• DocumentCode
    1281921
  • Title

    Computationally Efficient Capon- and APES-Based Coherence Spectrum Estimation

  • Author

    Angelopoulos, K. ; Glentis, G.O. ; Jakobsson, Andreas

  • Author_Institution
    Dept. of Sci. & Technol. of Telecommun., Univ. of Peloponnese, Tripolis, Greece
  • Volume
    60
  • Issue
    12
  • fYear
    2012
  • Firstpage
    6674
  • Lastpage
    6681
  • Abstract
    The coherence spectrum is of notable interest as a bivariate spectral measure in a variety of application, and the topic has lately attracted interest with the recent formulation of several high-resolution data adaptive estimators. In this work, we further this development with the presentation of computationally efficient implementations of the Capon- and APES-based MSC estimators. The presented implementations furthers the recent development of exploiting the estimators´ inherently low displacement rank of the necessary products of Toeplitz-like matrices to include also the required cross-correlation covariance matrices for the mentioned coherence algorithms. Numerical simulations together with theoretical complexity measures illustrate the performance of the proposed implementations.
  • Keywords
    Toeplitz matrices; adaptive estimation; coherence; covariance matrices; spectral analysis; APES-based MSC estimation; Capon-based MSC estimation; Toeplitz matrix; bivariate spectral measurement; coherence algorithm; coherence spectrum estimation; crosscorrelation covariance matrix; data adaptive estimator; numerical simulation; Coherence; Covariance matrix; Estimation; Frequency modulation; Polynomials; Vectors; Coherence spectrum; data adaptive estimators; efficient algorithms;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2012.2217612
  • Filename
    6296721