• DocumentCode
    2100710
  • 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
  • Volume
    4
  • fYear
    1998
  • fDate
    12-15 May 1998
  • Firstpage
    1993
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
  • Conference_Location
    Seattle, WA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-4428-6
  • Type

    conf

  • DOI
    10.1109/ICASSP.1998.681532
  • Filename
    681532