DocumentCode :
1881668
Title :
Wigner-Ville distribution: an important functional block for radar target detection in clutter
Author :
Haykin, Simon ; Bhattacharya, Tarun
Author_Institution :
Commun. Res. Lab., McMaster Univ., Hamilton, Ont., Canada
Volume :
1
fYear :
1994
fDate :
31 Oct-2 Nov 1994
Firstpage :
68
Abstract :
In this paper we describe an application of the Wigner-Ville distribution (WVD) for the detection of a radar target signal buried in a strong clutter background. The WVD transforms the received radar signal into a time-frequency image that accounts for the nonstationary nature of the radar signal. The cross-terms, an inherent feature of the WVD, play a constructive role in this application. In particular, their presence enhances the visibility of a target in the WVD image in a unique and significant way. The WVD image provides a common input to a pair of channels, with one channel matched to clutter and the other channel matched to target plus clutter. Each channel consists of a principal components analyzer (for feature extraction) followed by a multilayer perceptron classifier. Experimental results, based on real-life, radar data, are presented to demonstrate the superior performance of the new detection strategy compared to a conventional constant false-alarm rate (CFAR) processor
Keywords :
Wigner distribution; multilayer perceptrons; radar clutter; radar computing; radar detection; radar imaging; radar signal processing; time-frequency analysis; CFAR processor; WVD; Wigner-Ville distribution; channels; clutter background; constant false-alarm rate processor; cross-terms; feature extraction; multilayer perceptron; multilayer perceptron classifier; nonstationary nature; principal components analyzer; radar data; radar target detection; received radar signal; target visibility; time-frequency image; Data mining; Feature extraction; Multilayer perceptrons; Object detection; Radar applications; Radar clutter; Radar detection; Radar imaging; Time frequency analysis; Visualization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Computers, 1994. 1994 Conference Record of the Twenty-Eighth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
ISSN :
1058-6393
Print_ISBN :
0-8186-6405-3
Type :
conf
DOI :
10.1109/ACSSC.1994.471419
Filename :
471419
Link To Document :
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