• DocumentCode
    262839
  • Title

    Individual-gating-by-sorting in MHT

  • Author

    Viet Due Nguyen ; Claussen, Tim

  • Author_Institution
    Digital Signal Process. & Syst. Theor, Christian-Albrechts-Univ. zu Kiel, Kiel, Germany
  • fYear
    2014
  • fDate
    7-10 July 2014
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    An efficient individual gating method is described and tested. Compared to other approaches it does not solely calculate distances between the predicted and the actual measurement but checks for overlapping frames centered around them. In contrast to covariance ellipses, these frames are created only by using the main diagonal entries of covariance matrices. The overlap-check is done by sorting algorithms and binary search. Only measurements which pass the overlap-check are further processed by ellipsoid gating. In doing so, not only the computation time itself but also the complexity can be reduced compared to classical ellipsoid or rectangular gating. This Individual-Gating-by-Sorting is integrated into a Multi-Hypothesis tracker and applied to a multistatic sonar dataset. Results show outstanding performances. The gain compared to classical ellipsoid gating in terms of computation even further increases as the amount of data increases.
  • Keywords
    target tracking; MHT; binary search; classical ellipsoid; covariance ellipses; covariance matrices; individual gating method; individual gating-by-sorting; multi-hypothesis tracker; multistatic sonar dataset; overlapping frames; rectangular gating; sorting algorithms; Complexity theory; Covariance matrices; Ellipsoids; Logic gates; Position measurement; Target tracking; Technological innovation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2014 17th International Conference on
  • Conference_Location
    Salamanca
  • Type

    conf

  • Filename
    6916027