• DocumentCode
    549150
  • Title

    Exploitation of a priori information for tracking maritime intermittent data sources

  • Author

    Battistello, Giulia ; Ulmke, Martin

  • Author_Institution
    Sensor Data & Inf. Fusion Dept., Fraunhofer FKIE, Wachtberg, Germany
  • fYear
    2011
  • fDate
    5-8 July 2011
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    This paper presents results achieved by the Authors within the IPP Multi Sensorics program. The addressed research deals with the exploitation of context information, denoted as “Knowledge Base” within the different steps of multi-sensor data processing for surface surveillance. An overview on the research motivations and the application field (e.g., multi-target tracking in the Maritime Scenario) is given with focus on intermittent information sources (i.e., non-continuous sensor reports, due to low-SNR signals, sensor blind areas, communication loss, etc). The Knowledge Base is described by means of mathematical models and the inclusion of the a priori information into the Extended Kalman Filter is presented. Different target motion models are herein considered. Finally, the achievements are summarised in terms of track continuity performance over a live maritime traffic scenario.
  • Keywords
    knowledge based systems; marine engineering; sensor fusion; target tracking; IPP multisensorics program; a priori information; context information; extended Kalman filter; knowledge base; live maritime traffic scenario; maritime intermittent data source tracking; mathematical model; multisensor data processing; multitarget tracking; surface surveillance; target motion model; track continuity performance; Acceleration; Force; Knowledge based systems; Marine vehicles; Mathematical model; Radar tracking; Target tracking; Data Association; Estimation; Extended Kalman Filtering; Maritime Surveillance; Tracking;
  • 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
    5977588