• DocumentCode
    77768
  • Title

    On Spawning and Combination of Extended/Group Targets Modeled With Random Matrices

  • Author

    Granstrom, Karl ; Orguner, Umut

  • Author_Institution
    Dept. of Electr. Eng., Linkoping Univ., Linkoping, Sweden
  • Volume
    61
  • Issue
    3
  • fYear
    2013
  • fDate
    Feb.1, 2013
  • Firstpage
    678
  • Lastpage
    692
  • Abstract
    In extended/group target tracking, where the extensions of the targets are estimated, target spawning and combination events might have significant implications on the extensions. This paper investigates target spawning and combination events for the case that the target extensions are modeled in a random matrix framework. The paper proposes functions that should be provided by the tracking filter in such a scenario. The results, which are obtained by a gamma Gaussian inverse Wishart implementation of an extended target probability hypothesis density filter, confirms that the proposed functions improve the performance of the tracking filter for spawning and combination events.
  • Keywords
    Gaussian processes; filtering theory; matrix algebra; probability; random processes; target tracking; combination event; extended target probability hypothesis density filter; extended target tracking; gamma Gaussian inverse Wishart implementation; group target tracking; random matrix framework; target spawning; tracking filter; Covariance matrix; Kinematics; Shape; Target tracking; Time measurement; Tin; Vectors; Extended target; Kullback-Leibler divergence; random matrix; target combination; target spawning;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2012.2230171
  • Filename
    6362263