• DocumentCode
    3425442
  • Title

    Marginal Weiss-Weinstein bounds for discrete-time filtering

  • Author

    Fritsche, Carsten ; Ozkan, Emre ; Orguner, Umut ; Gustafsson, Fredrik

  • Author_Institution
    Dept. of Electr. Eng., Linkoping Univ., Linkoping, Sweden
  • fYear
    2015
  • fDate
    19-24 April 2015
  • Firstpage
    3487
  • Lastpage
    3491
  • Abstract
    A marginal version of the Weiss-Weinstein bound (WWB) is proposed for discrete-time nonlinear filtering. The proposed bound is calculated analytically for linear Gaussian systems and approximately for nonlinear systems using a particle filtering scheme. Via simulation studies, it is shown that the marginal bounds are tighter than their joint counterparts.
  • Keywords
    Gaussian distribution; discrete time filters; nonlinear filters; particle filtering (numerical methods); discrete-time nonlinear filtering; linear Gaussian systems; marginal Weiss-Weinstein bounds; nonlinear systems; particle filtering scheme; Electronic mail; Filtering; Bayesian bounds; Weiss-Weinstein bound; nonlinear filtering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
  • Conference_Location
    South Brisbane, QLD
  • Type

    conf

  • DOI
    10.1109/ICASSP.2015.7178619
  • Filename
    7178619