• DocumentCode
    82104
  • Title

    Non-Bayesian Periodic Cramér-Rao Bound

  • Author

    Routtenberg, T. ; Tabrikian, Joseph

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Ben-Gurion Univ. of the Negev, Beer-Sheva, Israel
  • Volume
    61
  • Issue
    4
  • fYear
    2013
  • fDate
    Feb.15, 2013
  • Firstpage
    1019
  • Lastpage
    1032
  • Abstract
    The Cramér-Rao bound (CRB) is one of the most important tools for performance analysis in parameter estimation. In many practical periodic parameter estimation problems, the appropriate criterion is periodic in the parameter space. However, the CRB does not provide a valid lower bound in such problems. In this paper, the periodic CRB for non-Bayesian periodic parameter estimation is derived. The proposed periodic CRB is a lower bound on the mean-square-periodic-error (MSPE) of any periodic-unbiased estimator, where the periodic-unbiasedness is defined by using Lehmann-unbiasedness. It is shown that if there exists a periodic-unbiased estimator which achieves the bound, then the maximum likelihood produces it. The periodic CRB and the performance of some periodic-unbiased estimators are compared in terms of MSPE in a linear, Gaussian problem with modulo measurements and for phase estimation problems.
  • Keywords
    Bayes methods; Gaussian processes; maximum likelihood estimation; mean square error methods; phase estimation; signal processing; Gaussian problem; Lehmann-unbiasedness; MSPE; maximum likelihood; mean-square-periodic-error; modulo measurements; nonBayesian periodic Cramér-Rao bound; nonBayesian periodic parameter estimation; parameter space; performance analysis; periodic CRB; periodic parameter estimation problems; periodic-unbiased estimator; phase estimation problems; Bayesian methods; Cost function; Maximum likelihood estimation; Performance analysis; Phase estimation; Vectors; Cramér-Rao bound (CRB); Lehmann- unbiased; mean-square-error (MSE); mean-square-periodic-error (MSPE); non-Bayesian parameter estimation; periodic CRB; periodic- unbiased;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2012.2231079
  • Filename
    6365847