Title :
Efficient time recursive coherence spectrum estimation
Author :
Angelopoulos, Kostas ; Glentis, George-Othon ; Jakobsson, Andreas
Author_Institution :
Dept. Telecommun., Univ. of Peloponnese, Tripoli, 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 notable interest with the recent formulation of several high-resolution data adaptive estimators. In this work, we present computationally efficient time recursive implementations of the recent iterative adaptive approach (IAA) estimator, examining both the case of complete data sets and when some observations are missing. The algorithms continues the recent development of exploiting the estimators´ inherently low displacement rank of the necessary products of Toeplitz-like matrices, extending these to time-updating formulations for the IAA-based coherence estimation algorithm. Numerical simulations together with theoretical complexity measures illustrate the performance of the proposed algorithm.
Keywords :
Toeplitz matrices; iterative methods; numerical analysis; signal processing; IAA-based coherence estimation algorithm; Toeplitz-like matrices; bivariate spectral; efficient time recursive coherence spectrum estimation; high-resolution data adaptive estimator; iterative adaptive approach estimator; low displacement rank; numerical simulation; Coherence; Convergence; Covariance matrix; Estimation; Indexes; Polynomials; Time frequency analysis; Coherence spectrum; data adaptive estimators; efficient algorithms;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2012 Proceedings of the 20th European
Print_ISBN :
978-1-4673-1068-0