• DocumentCode
    899596
  • Title

    Cramer-Rao bounds for deterministic modal analysis

  • Author

    McWhorter, Todd ; Scharf, Louis L.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Colorado Univ., Boulder, CO, USA
  • Volume
    41
  • Issue
    5
  • fYear
    1993
  • fDate
    5/1/1993 12:00:00 AM
  • Firstpage
    1847
  • Lastpage
    1866
  • Abstract
    The accuracy with which deterministic modes can be identified from a finite record of noisy data is determined by computing the Cramer-Rao bound on the error covariance matrix of any unbiased estimator of mode parameters. The bound is computed for many of the standard parametric descriptions of a mode, including autoregressive and moving-average parameters, poles and residues, and poles and zeros. Asymptotic, frequency-domain versions of the Cramer-Rao bound bring insight into the role played by poles and zeros. Application of the bound to second- and fourth-order systems illustrates the influence of mode locations on the ability to identify them. Application of the bound to the estimation of an energy spectrum illuminates the accuracy of estimators that presume to resolve spectral peaks
  • Keywords
    parameter estimation; poles and zeros; spectral analysis; Cramer-Rao bounds; asymptotic frequency-domain; autoregressive parameters; deterministic modal analysis; energy spectrum; error covariance matrix; finite record; fourth-order systems; mode locations; mode parameters; moving-average parameters; noisy data; parameter estimation; parametric descriptions; poles; residues; spectral peaks resolution; unbiased estimator; zeros; Chromium; Covariance matrix; Energy resolution; Frequency domain analysis; Least squares methods; Modal analysis; Noise measurement; Parameter estimation; Poles and zeros; Signal processing;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/78.215304
  • Filename
    215304