• DocumentCode
    2956403
  • Title

    An eigenstructure based nonparametric algorithm to estimate the frequencies of two sinusoids in white noise

  • Author

    Raghavan, K. ; Rao, S. ; Wakefield, G. ; Mookerjee, Purusottam

  • Author_Institution
    Dept. of Electr. Eng., Michigan Univ., Ann Arbor, MI, USA
  • fYear
    1990
  • fDate
    3-6 Apr 1990
  • Firstpage
    2679
  • Abstract
    An algorithm for estimating the frequencies of two sinusoids in white noise is presented. The method uses the eigenvectors of the estimated autocorrelation matrix (ACM) to yield the signal vectors. Since the signal and the eigenvectors span the same space, one can be obtained from the other through a linear transformation. The coefficients of the linear combination are derived as the eigenvectors of a 2×2 matrix whose elements are a function of the signal power, ACM dimension, and the angle between the two signal vectors. A method for estimating the unknown angle between the signal vectors is described. Knowledge of this angle completely determines the 2×2 matrix whose eigenvectors then yield the signal vectors. A periodogram can now be used to estimate the unknown frequencies from each signal vector. The method has the attractive property of separating a two-sinusoid problem into two single-sinusoid problems. Simulation results that describe the performance of this algorithm at low signal-to-noise ratios are presented
  • Keywords
    correlation theory; estimation theory; signal detection; spectral analysis; white noise; ACM dimension; autocorrelation matrix; eigenstructure based nonparametric algorithm; linear transformation; periodogram; signal power; signal vectors; signal-to-noise ratios; single-sinusoid problems; sinusoids; two-sinusoid problem; unknown angle; unknown frequencies; white noise; Autocorrelation; Eigenvalues and eigenfunctions; Frequency estimation; Maximum likelihood estimation; Multiple signal classification; Signal resolution; Signal to noise ratio; Spectral analysis; Vectors; White noise; Yield estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1990. ICASSP-90., 1990 International Conference on
  • Conference_Location
    Albuquerque, NM
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.1990.116177
  • Filename
    116177