DocumentCode :
1749349
Title :
Adaptive resolution of mainlobe and sidelobe detections using model order determination
Author :
Jaffer, A.G. ; Chen, Joe C. ; Miller, Thomas W.
Author_Institution :
Raytheon Electron. Syst., Los Angeles, CA, USA
Volume :
5
fYear :
2001
fDate :
2001
Firstpage :
2845
Abstract :
This paper presents the development and performance evaluation of a methodology for distinguishing between mainlobe and sidelobe detections that arise in adaptive radar systems operating in adverse environments. Various adaptive detection test statistics such as the adaptive matched filter (AMF), the generalized likelihood ratio test (GLRT) and adaptive coherence estimate (ACE), and combinations of these, have been previously analyzed with respect to their sidelobe rejection capabilities. In contrast to these methods, which are based on detecting a single target with known direction and Doppler, the present method uses model order determination techniques applied to the AMF or GLRT data observed over the range of unknown angle and Doppler parameters. The determination of model order, i.e., the number of signals present in the data, is made by using least-squares model fit error residuals and applying the Akaike information criterion. Comprehensive computer simulation results are presented which demonstrate substantial improvement in sidelobe rejection performance compared to previous methods
Keywords :
Doppler radar; adaptive filters; adaptive radar; adaptive signal detection; least squares approximations; matched filters; radar detection; radar resolution; radar theory; Akaike information criterion; CFAR; adaptive matched filter; adaptive radar resolution; constant false-alarm rate; error residuals; generalized likelihood ratio test; least-squares model; mainlobe detection; model order determination; sidelobe detection; sidelobe rejection performance; target detection; Array signal processing; Brain modeling; Computer simulation; Covariance matrix; Interference; Matched filters; Maximum likelihood detection; Radar detection; Statistical analysis; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
ISSN :
1520-6149
Print_ISBN :
0-7803-7041-4
Type :
conf
DOI :
10.1109/ICASSP.2001.940239
Filename :
940239
Link To Document :
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