• DocumentCode
    567622
  • Title

    Application of the JPDA-UKF to HFSW radars for maritime situational awareness

  • Author

    Braca, Paolo ; Grasso, Raffaele ; Vespe, Michele ; Maresca, Salvatore ; Horstmann, Jochen

  • Author_Institution
    NATO Undersea Res. Centre, La Spezia, Italy
  • fYear
    2012
  • fDate
    9-12 July 2012
  • Firstpage
    2585
  • Lastpage
    2592
  • Abstract
    At the present day, growing interest is paid to the development of more reliable surveillance systems for maritime situational awareness (MSA). The purpose is to detect, track and classify cooperative and non-cooperative targets. For this reason, great interest is given to low-power/cost High-Frequency Surface-Wave (HFSW) radars as an early-warning tool for over-the-horizon (OTH) applications. However, in HFSW radars there is a trade-off in terms of quality and cost, i.e. the radar system exhibits poor azimuth resolution, high non-linearity, and significant false alarm rate. All these aspects reduce tracking performance if not properly addressed. In this context, the Joint Probabilistic Data Association (JPDA) with the Unscented Kalman Filter (UKF) is proposed. The tracking algorithm behavior is investigated by a comparison between the tracks generated by two HFSW radars, with overlapped fields of view, and Automatic Identification System (AIS) data. A discussion is provided about the possible effectiveness of HFSW radar fusion strategies. Preliminary results from a HFSW Radar experiment are reported and discussed.
  • Keywords
    Kalman filters; marine radar; probability; sensor fusion; target tracking; AIS data; HFSW radar fusion strategy; JPDA-UKF; MSA; OTH application; automatic identification system; azimuth resolution; false alarm rate; high-frequency surface-wave radar; joint probabilistic data association; maritime situational awareness; noncooperative target; over-the-horizon application; tracking algorithm behavior; unscented Kalman filter; Clutter; Marine vehicles; Radar measurements; Radar tracking; Sea measurements; Target tracking; Data Association; HFSW Radar; High Clutter Environment; Maritime Surveillance; Multi-Target Tracking; Unscented Kalman filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2012 15th International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4673-0417-7
  • Electronic_ISBN
    978-0-9824438-4-2
  • Type

    conf

  • Filename
    6290468