• DocumentCode
    1866567
  • Title

    Analysis of a subspace-based spatial frequency estimator

  • Author

    Jansson, M. ; Göransson, B. ; Ottersten, B.

  • Author_Institution
    Dept. of Signals, Sensors & Syst., R. Inst. of Technol., Stockholm, Sweden
  • Volume
    5
  • fYear
    1997
  • fDate
    21-24 Apr 1997
  • Firstpage
    4001
  • Abstract
    In a previous paper we presented a novel method for spatial and temporal frequency estimation assuming that the sources are uncorrelated. The current paper analyzes this method in the case of spatial frequency estimation. In particular an optimal weighting matrix is derived and it is shown that the asymptotic variance of the frequency estimates coincides with the relevant Cramer-Rao lower bound. This means that the estimator is in large samples an efficient subspace-based spatial frequency estimator. The proposed method thus utilizes the a priori knowledge about the signal correlation as opposed to previously known subspace estimators. Moreover, when a uniform linear array is employed, it is possible to implement the estimator in a non-iterative fashion
  • Keywords
    array signal processing; correlation methods; direction-of-arrival estimation; frequency estimation; matrix algebra; optimisation; signal sampling; Cramer-Rao lower bound; asymptotic variance; noniterative estimator; optimal weighting matrix; signal correlation; spatial frequency estimation; subspace based spatial frequency estimator; uncorrelated sources; uniform linear array; Additive white noise; Algorithm design and analysis; Covariance matrix; Direction of arrival estimation; Eigenvalues and eigenfunctions; Frequency estimation; Performance analysis; Sensor arrays; Sensor systems; Wavelength measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
  • Conference_Location
    Munich
  • ISSN
    1520-6149
  • Print_ISBN
    0-8186-7919-0
  • Type

    conf

  • DOI
    10.1109/ICASSP.1997.604813
  • Filename
    604813