DocumentCode :
1330751
Title :
Waveform selection in radar target classification
Author :
Sowelam, Sameh M. ; Tewfik, Ahmed H.
Author_Institution :
Res. & Dev. Centre, Gen. Electr. Co., Niskayuna, NY, USA
Volume :
46
Issue :
3
fYear :
2000
fDate :
5/1/2000 12:00:00 AM
Firstpage :
1014
Lastpage :
1029
Abstract :
We apply a sequential experiment design procedure to the problem of signal selection for radar target classification. Radar waveforms are designed to discriminate between targets possessing a doubly spread reflectivity function that are observed in clutter. The waveforms minimize decision time by maximizing the discrimination information in the echo signal. Each waveform selected maximizes the Kullback-Leibler (1951) information number that measures the dissimilarity between the observed target and the alternative targets. We discuss in details two scenarios. In the first scenario, the target environment is assumed fixed during illumination. In this case, the optimal waveform selection strategy leads to a fixed library of waveforms. During actual classification, the sequence in which the waveforms are selected from the library is determined from the noise to clutter power in the range-Doppler support of the targets. In the second scenario, the target environment changes between pulse transmissions. In this case, the maximum discrimination information is obtained by a repeated transmission of a single waveform designed from the reflectivity function of the targets. We show that our choice of signals can produce significant gains in detection performance
Keywords :
Doppler effect; backscatter; optimisation; radar clutter; radar detection; reflectivity; signal classification; Kullback-Leibler information number; backscatter; clutter; decision time minimisation; detection performance; discrimination information; dissimilarity measurement; doubly spread reflectivity function; echo signal; maximum discrimination information; noise to clutter power; optimal waveform selection; pulse transmissions; radar signal design; radar target classification; radar waveforms; range-Doppler support; sequential experiment design; signal selection; target environment; waveforms library; Backscatter; Libraries; Lighting; Performance gain; Radar clutter; Radar scattering; Reflectivity; Signal design; Signal processing; Working environment noise;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/18.841178
Filename :
841178
Link To Document :
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