Title :
The source number estimation based on Gerschgorin radii
Author :
Caspary, O. ; Nus, P. ; Cecchin, T.
Author_Institution :
Res. Center for Automatic Control, CRAN-CNRS, Saint-Die, France
Abstract :
The GDE criterion is based on the estimation of the Gerschgorin disks´ radii where the disks are separated in two distinct sets: one associated to the signal sources, the other related to the noise. We aim at modifying that criterion into a new one called SGDE by using the sum of the disks´ radii. Besides, the SGDE criterion is modified with a simple deflation on the sum of the Gerschgorin radii to obtain a better estimation with sources of different power. We also suggest applying a deflation method to the covariance matrix before using the criteria based on the Gerschgorin radii. The transformed Gerschgorin radii can be connected to the least-squares through the transformed cross-correlation vector. So, two new criteria are put forward on the same principle as the SGDE criterion. These criteria can be applied in many situations: coloured or white noise, sources of different power
Keywords :
least squares approximations; parameter estimation; signal processing; spectral analysis; white noise; GDE criterion; Gerschgorin disks; Gerschgorin radii; SGDE; coloured noise; covariance matrix; deflation method; least-squares; noise; signal sources; source number estimation; spectral analysis; transformed cross-correlation vector; white noise; Automatic control; Covariance matrix; Eigenvalues and eigenfunctions; Frequency estimation; Gaussian noise; Multiple signal classification; Signal resolution; Spectral analysis; White noise;
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4428-6
DOI :
10.1109/ICASSP.1998.681532