DocumentCode :
1328229
Title :
Performance of a class of adaptive detection algorithms in nonhomogeneous environments
Author :
Richmond, Christ D.
Author_Institution :
Lincoln Lab., MIT, Lexington, MA, USA
Volume :
48
Issue :
5
fYear :
2000
fDate :
5/1/2000 12:00:00 AM
Firstpage :
1248
Lastpage :
1262
Abstract :
A two-dimensional (2-D) adaptive sidelobe blanker (ASB) detection algorithm was developed through experimentation as an extenuate for false alarms caused by undernulled interference encountered when applying the adaptive matched filter (AMF) in nonhomogeneous environments. The algorithm´s utility has been demonstrated empirically. Considering theoretic performance analyses of the ASB detection algorithm as well as the AMF generalized likelihood ratio test (GLRT), and the adaptive cosine estimator (ACE), under nonideal conditions, can become fairly intractable rather quickly, especially in an adaptive processing context involving covariance estimation. In this paper, however, we have developed and exploited a theoretic framework through which the performance of these algorithms under nonhomogeneous conditions can be examined theoretically. It is demonstrated through theoretic analysis that in the presence of undernulled interference, the ASB is a pliable false alarm regulatory (FAR) detector that maintains good target sensitivity. A viable method of ASB threshold selection is also presented and demonstrated
Keywords :
adaptive estimation; adaptive filters; adaptive signal detection; adaptive signal processing; filtering theory; interference suppression; matched filters; 2D adaptive sidelobe blanker; ASB detection algorithm; GLRT; adaptive cosine estimator; adaptive detection algorithms; adaptive matched filter; adaptive processing; covariance estimation; false alarm regulatory detector; false alarms; generalized likelihood ratio test; nonhomogeneous environments; performance; target sensitivity; undernulled interference; Colored noise; Covariance matrix; Detection algorithms; Detectors; Interference; Matched filters; Probability; Statistical analysis; Testing; Two dimensional displays;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/78.839973
Filename :
839973
Link To Document :
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