• DocumentCode
    1050067
  • Title

    The variance of multitaper spectrum estimates for real Gaussian processes

  • Author

    Walden, A.T. ; McCoy, E. ; Percival, D.B.

  • Author_Institution
    Dept. of Math., Imperial Coll. of Sci., Technol. & Med., London, UK
  • Volume
    42
  • Issue
    2
  • fYear
    1994
  • fDate
    2/1/1994 12:00:00 AM
  • Firstpage
    479
  • Lastpage
    482
  • Abstract
    Multitaper spectral estimation has proven very powerful as a spectral analysis method wherever the spectrum of interest is detailed and/or varies rapidly with a large dynamic range. In his original paper D.J. Thomson (1982) gave a simple approximation for the variance of a multitaper spectral estimate which is generally adequate when the spectrum is slowly varying over the taper bandwidth. The authors show that near zero or Nyquist frequency this approximation is poor even for white noise and derive the exact expression of the variance in the general case of a stationary real-valued time series. This expression is illustrated on an autoregressive time series and a convenient computational approach outlined. It is shown that this multitaper variance expression for real-valued processes is not derivable as a special case of the multitaper variance for complex-valued, circularly symmetric processes, as previously suggested in the literature
  • Keywords
    parameter estimation; spectral analysis; stochastic processes; time series; white noise; Gaussian processes; Nyquist frequency; approximation; autoregressive time series; circularly symmetric processes; complex-valued processes; multitaper spectrum estimates; multitaper variance; spectral analysis; stationary real-valued time series; taper bandwidth; white noise; Antenna arrays; Antennas and propagation; Array signal processing; Direction of arrival estimation; Gaussian processes; Maximum likelihood estimation; Notice of Violation; Polarization; Signal processing algorithms; Spectral analysis;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/78.275635
  • Filename
    275635