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
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;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2012.2217612