Title :
Estimating and Time-Updating the 2-D Coherence Spectrum
Author :
Jakobsson, Andreas ; Alty, Stephen R. ; Benesty, Jacob
Author_Institution :
Dept. of Electr. Eng., Karlstad Univ
fDate :
5/1/2007 12:00:00 AM
Abstract :
In this correspondence, we extend the recently introduced one-dimensional Capon-based Magnitude Square Coherence (MSC) spectral estimator, to form two-dimensional Capon- and Amplitude and Phase EStimation (APES)-based MSC spectral estimators. The resulting estimators are found to yield significantly improved estimates as compared to the typical Welch-based estimator. Furthermore, we introduce a computationally efficient time-updating of the presented MSC estimators, exploiting their inherent time-varying displacement structure. The presented updating is found to dramatically lower the computational requirement of reevaluating the MSC spectral estimates
Keywords :
iterative methods; multidimensional signal processing; spectral analysis; 2D coherence spectrum; Capon amplitude and phase estimation; Capon-based magnitude square coherence spectral estimator; Welch-based estimator; time-varying displacement structure; Amplitude estimation; Computational complexity; Filter bank; Iterative methods; Jacobian matrices; Phase estimation; Robustness; Signal processing algorithms; Time varying systems; Yield estimation; Coherence spectrum; computational complexity; iterative methods; spectrum analysis; time varying systems;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2007.892715