• DocumentCode
    2654440
  • Title

    Sea Clutter Modeling Improvement and Target Detection by Tsallis Distribution

  • Author

    Vakily, Vahid Tabataba ; Vahedi, Mohammad

  • Author_Institution
    Dept. of Electr. Eng., Iran Univ. of Sci. & Technol., Tehran
  • fYear
    2009
  • fDate
    22-24 Jan. 2009
  • Firstpage
    715
  • Lastpage
    719
  • Abstract
    Sea clutter is the backscattered returns from a patch of sea surface illuminated by a radar pulse and it´s one of difficult domains in radar clutter modeling. A lot of efforts have been made to fit various distributions to the observed amplitude data of sea clutter. However, the fitting of those distributions to real sea clutter data is not good, and using parameters estimated from those distributions is not very effective for detecting targets within sea clutter. This may be due to the fact that sea clutter is highly non-stationary. Tsallis distribution is one of distributions that recommend in recent year for sea clutter modeling. This distribution is obtained by maximizing the Tsallis entropy. The Tsallis entropy is a generalization of the Shanon entropy. In this paper was found two weak points, by accomplished simulation analyses: a) By reason of using small step in parameters estimation, the time of modeling is long. b) By reason of using short segment of clutter data, decrease the target detection accuracy. By using the bigger step in this paper, increase the parameter estimation quickness and by using all sea clutter data and decrease performance, was improving the target detection accuracy.
  • Keywords
    entropy; object detection; parameter estimation; radar clutter; radar detection; statistical distributions; Shanon entropy; Tsallis distribution; Tsallis entropy; backscattered returns; parameter estimation; radar clutter modeling; radar pulse; sea clutter modeling; sea surface; target detection; Airborne radar; Data analysis; Distributed computing; Entropy; Interpolation; Object detection; Parameter estimation; Performance analysis; Radar clutter; Sea surface; Modeling; Performance; Radar; Sea clutter; Tsallis distribution;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Computer Control, 2009. ICACC '09. International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-3330-8
  • Type

    conf

  • DOI
    10.1109/ICACC.2009.90
  • Filename
    4777436