DocumentCode
3568238
Title
Efficient time recursive coherence spectrum estimation
Author
Angelopoulos, Kostas ; Glentis, George-Othon ; Jakobsson, Andreas
Author_Institution
Dept. Telecommun., Univ. of Peloponnese, Tripoli, Greece
fYear
2012
Firstpage
425
Lastpage
429
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference (EUSIPCO), 2012 Proceedings of the 20th European
ISSN
2219-5491
Print_ISBN
978-1-4673-1068-0
Type
conf
Filename
6333859
Link To Document