DocumentCode
1560197
Title
Performance analysis of a GLRT automated target discrimination scheme
Author
Mooney, Jon E. ; Ding, Zhi ; Riggs, Lloyd S.
Author_Institution
Raytheon Syst. Co., Dallas, TX, USA
Volume
49
Issue
12
fYear
2001
fDate
12/1/2001 12:00:00 AM
Firstpage
1827
Lastpage
1835
Abstract
The use of a generalized likelihood ratio test (GLRT) based on the late-time scattered return for target discrimination was recently presented by J.E. Mooney et al. (see ibid., vol.46, p.1817-23, Dec. 1998). The performance of the GLRT was demonstrated by direct simulation with scattering data from a target library consisting of several thin-wire targets. In this paper, a numerical procedure for analytically evaluating the performance of the GLRT is presented. At the heart of this procedure is the computation of the probability density of the GLRT decision statistic. Unlike previous works that rely solely on some simulation examples to demonstrate performance, our accurate analytical results provide strong evidence of the effectiveness of the GLRT method. The resulting analysis yields a measure of the discrimination capability of the GLRT. This measure, which is referred to as the probability of correct identification, is computed as a function of signal-to-noise ratio (SNR) using the theoretical scattering data from several thin-wire targets. These results are compared to the direct simulation results presented by Mooney et al. to demonstrate the accuracy of the analysis
Keywords
maximum likelihood estimation; probability; radar target recognition; radar theory; GLRT; SNR; automated target discrimination scheme; decision statistic; generalized likelihood ratio test; late-time scattered return; numerical procedure; performance analysis; probability density; probability of correct identification; radar discrimination; radar target recognition; signal-to-noise ratio; thin-wire targets; Analytical models; Computational modeling; Heart; Libraries; Performance analysis; Probability; Scattering; Signal to noise ratio; Statistics; Testing;
fLanguage
English
Journal_Title
Antennas and Propagation, IEEE Transactions on
Publisher
ieee
ISSN
0018-926X
Type
jour
DOI
10.1109/8.982466
Filename
982466
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