DocumentCode :
3612933
Title :
On the performance of a persymmetric adaptive matched filter
Author :
Jun Liu ; Guolong Cui ; Hongbin Li ; Himed, Braham
Author_Institution :
Nat. Lab. of Radar Signal Process., Xidian Univ., Xi´an, China
Volume :
51
Issue :
4
fYear :
2015
Firstpage :
2605
Lastpage :
2614
Abstract :
We examine the adaptive detection problem in the presence of colored noise with an unknown covariance matrix, by exploiting a persymmetric structure in the received signal. The persymmetric adaptive matched filter (PS-AMF) is used to address this problem, which can significantly alleviate the requirement of secondary data. In G. Pailloux et al. “Persymmetric adaptive radar detectors,” (2011) the probability of false alarm of the PS-AMF has been obtained in terms of the Gaussian hypergeometric function. In this paper, finite-sum expressions for the probability of false alarm of the PS-AMF are derived, which are more convenient to use in calculating the detection threshold. Moreover, the detection probabilities of the PS-AMF for both nonfluctuating and fluctuating target models are derived. In the fluctuating model, the amplitude of the target echoes is described by a generalized Chi distribution that involves the Rayleigh distribution as a special case. These theoretical results are all confirmed using Monte Carlo (MC) simulations.
Keywords :
Monte Carlo methods; adaptive filters; covariance matrices; matched filters; probability; signal detection; Gaussian hypergeometric function; MC simulation; Monte Carlo simulation; PS-AMF; Rayleigh distribution; adaptive detection problem; colored noise; false alarm probability; finite-sum expression; fluctuating target model; generalized Chi distribution; nonfluctuating target model; persymmetric adaptive matched filter; persymmetric adaptive radar detector; persymmetric structure; unknown covariance matrix; Colored noise; Covariance matrices; Detectors; Probability; Radar detection; Symmetric matrices; Training data;
fLanguage :
English
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9251
Type :
jour
DOI :
10.1109/TAES.2015.140633
Filename :
7376204
Link To Document :
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