DocumentCode :
1102728
Title :
Theoretical Performance Analysis of the W-ABORT Detector
Author :
Bandiera, Francesco ; Besson, Olivier ; Orlando, Danilo ; Ricci, Giuseppe
Author_Institution :
Univ. del Salento, Lecce
Volume :
56
Issue :
5
fYear :
2008
fDate :
5/1/2008 12:00:00 AM
Firstpage :
2117
Lastpage :
2121
Abstract :
In a recent paper we introduced a modification of the adaptive beaniformer orthogonal rejection test (ABORT) for adaptive detection of signals in unknown noise, by supposing under the null hypothesis the presence of signals orthogonal to the nominal steering vector in the whitened observation space. We will refer to this new receiver as the whitened adaptive beamformer orthogonal rejection test (W-ABORT). Through Monte Carlo simulations this new detector was shown to provide better rejection capabilities of mismatched (e.g., sidelobe) signals than existing ones, like ABORT or the adaptive coherence estimator (ACE), but at the price of a certain loss in terms of detection of matched (i.e., mainlobe) signals. The aim of this paper is to provide a theoretical validation of this fact. We consider both the case of distributed targets and point-like targets. We provide a statistical characterization of the W-ABORT test statistic, under the null hypothesis, and for matched and mismatched signals under the alternative hypothesis. For distributed targets, the probability of false alarm and the probability of detection can only be expressed in terms of multi-dimensional integrals, and are thus very complicated to obtain; in contrast, for point-like targets, such probabilities can be easily calculated by numerical integration techniques. The theoretical expressions derived herein corroborate the simulation results obtained previously.
Keywords :
Monte Carlo methods; adaptive signal detection; adaptive signal processing; probability; Monte Carlo simulation; adaptive coherence estimator; adaptive signal detection; false alarm probability; nominal steering vector; null hypothesis; numerical integration; whitened adaptive beamformer orthogonal rejection test; whitened observation space; Adaptive radar detection; constant false alarm rate (CFAR); sidelobe targets rejection; statistical analysis;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2007.912269
Filename :
4472182
Link To Document :
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