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
Link To Document