• DocumentCode
    549014
  • Title

    Target localization and course change detection using bearing and bearing rate measurements

  • Author

    Hörst, Julian ; Oispuu, Marc

  • Author_Institution
    Dept. Sensor Data & Inf. Fusion, Fraunhofer FKIE, Wachtberg, Germany
  • fYear
    2011
  • fDate
    5-8 July 2011
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    This paper addresses the problem of tracking a maneuvering target from passive measurements collected by a single observer. The target motion is characterized by several legs where in each leg the target moves with a constant speed and course. Course changes can be performed almost instantaneously. Furthermore, the observer takes either bearings-only or combined bearing and bearing rate measurements obtained by signals originating from the target. Here, the measurements are acquired by taking advantage of signal processing using a sensor array. In order to estimate the target state, a nonlinear Bayesian estimator, more precisely the marginalized particle filter, is applied in this work. Additionally, the times of course changes are detected employing a chi-square test. Finally, a comparison of the estimation results, obtained by Monte Carlo simulations, is performed between the cases of bearings-only measurements and combined bearing and bearing rate measurements. It is shown that a superior performance is achieved when using combined bearing and bearing rate measurements.
  • Keywords
    Bayes methods; Monte Carlo methods; array signal processing; particle filtering (numerical methods); signal detection; target tracking; Monte Carlo simulations; bearing rate measurements; chi-square test; course change detection; maneuvering target tracking; marginalized particle filter; nonlinear Bayesian estimator; passive measurements; sensor array; signal processing; single observer; target localization; Atmospheric measurements; Covariance matrix; Mathematical model; Noise; Observers; Particle measurements; Bearings-only tracking; bearing rate; change detection; maneuvering target; particle filter; target motion analysis;
  • 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
    5977448