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Performance of a class of adaptive detection algorithms in nonhomogeneous environments

Publication ,  Journal Article
Richmond, CD
Published in: IEEE Transactions on Signal Processing
May 1, 2000

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. © 2000 IEEE.

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Published In

IEEE Transactions on Signal Processing

DOI

ISSN

1053-587X

Publication Date

May 1, 2000

Volume

48

Issue

5

Start / End Page

1248 / 1262

Related Subject Headings

  • Networking & Telecommunications
 

Citation

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Richmond, C. D. (2000). Performance of a class of adaptive detection algorithms in nonhomogeneous environments. IEEE Transactions on Signal Processing, 48(5), 1248–1262. https://doi.org/10.1109/78.839973
Richmond, C. D. “Performance of a class of adaptive detection algorithms in nonhomogeneous environments.” IEEE Transactions on Signal Processing 48, no. 5 (May 1, 2000): 1248–62. https://doi.org/10.1109/78.839973.
Richmond CD. Performance of a class of adaptive detection algorithms in nonhomogeneous environments. IEEE Transactions on Signal Processing. 2000 May 1;48(5):1248–62.
Richmond, C. D. “Performance of a class of adaptive detection algorithms in nonhomogeneous environments.” IEEE Transactions on Signal Processing, vol. 48, no. 5, May 2000, pp. 1248–62. Scopus, doi:10.1109/78.839973.
Richmond CD. Performance of a class of adaptive detection algorithms in nonhomogeneous environments. IEEE Transactions on Signal Processing. 2000 May 1;48(5):1248–1262.

Published In

IEEE Transactions on Signal Processing

DOI

ISSN

1053-587X

Publication Date

May 1, 2000

Volume

48

Issue

5

Start / End Page

1248 / 1262

Related Subject Headings

  • Networking & Telecommunications