Title :
Detection of the source number by the Gerschgorin disks
Author :
Caspary, Olivier ; Cecchin, Thierry
Author_Institution :
Res. Center for Autom. Control of Nancy, Univ. H. Poincare, St. Dié, France
Abstract :
The inclusion regions of the eigenvalues enable us to work out efficient criteria for the estimation of the number of sinusoids. To exploit those regions, it is necessary first to transform the covariance matrix. That is why we put forward a transformation based on an approximation of the eigenvalues and eigenvectors, so as to obtain the radii and the centers of the Gerschgorin disks, the disks being the studied inclusion regions. We show that the introduction of information concerning the radii and the centers in the detection criteria improves their performances tremendously. A new criterion using the Euclidean distance (and called GDEdist) is also suggested.
Keywords :
covariance matrices; eigenvalues and eigenfunctions; Euclidean distance; Gerschgorin disks; covariance matrix; eigenvalues; eigenvectors; signal processing; source detection; Approximation methods; Covariance matrices; Eigenvalues and eigenfunctions; Estimation; Gaussian noise; Vectors;
Conference_Titel :
Signal Processing Conference, 2000 10th European
Conference_Location :
Tampere
Print_ISBN :
978-952-1504-43-3