• DocumentCode
    549013
  • Title

    An extended target tracking method with random finite set observations

  • Author

    Zhu, Hongyan ; Han, Chongzhao ; Li, Chen

  • Author_Institution
    Dept. of Electron. & Inf. Eng., Xi´´an Jiaotong Univ., Xi´´an, China
  • fYear
    2011
  • fDate
    5-8 July 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    A target is denoted extended when the target extent is larger than the sensor resolution. A tracking algorithm should be capable of estimating the target extent in addition to the state of the centroid. This paper addresses the problem of tracking an extended target with unknown parameter about the target extent. The extended target is regarded as a spatial distribution model, and the target extent is considered as a mixture of multiple probability distributions in this paper. The EM algorithm is utilized to estimate the unknown parameters about target extent, and also a particle implementation of the presented method is given. Simulation results validate the effectiveness of the presented method.
  • Keywords
    statistical distributions; target tracking; EM algorithm; extended target tracking method; particle implementation; probability distributions; random finite set observations; sensor resolution; spatial distribution model; target extent estimation; tracking algorithm; Bayesian methods; Density measurement; Mathematical model; Particle measurements; Shape; Target tracking; Time measurement; Extended target; random finite sets; target extent;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on
  • Conference_Location
    Chicago, IL
  • Print_ISBN
    978-1-4577-0267-9
  • Type

    conf

  • Filename
    5977447