DocumentCode :
744641
Title :
Large System Analysis of a GLRT for Detection With Large Sensor Arrays in Temporally White Noise
Author :
Hiltunen, Sonja ; Loubaton, Philippe ; Chevalier, Pascal
Author_Institution :
Thales-Communications-Security, Gennevilliers, France
Volume :
63
Issue :
20
fYear :
2015
Firstpage :
5409
Lastpage :
5423
Abstract :
This paper addresses the behavior of a classical multiantenna GLRT test that allows to detect the presence of a known signal corrupted by a multipath propagation channel and by an additive temporally white Gaussian noise with unknown spatial covariance matrix. The paper is focused on the case where the number of sensors M is large, and of the same order of magnitude as the sample size N , a context which is modeled by the large system asymptotic regime M \\rightarrow +\\infty , N \\rightarrow +\\infty in such a way that M/N \\rightarrow c for c in (0,+\\infty ) . The purpose of this paper is to study the behaviour of a GLRT statistics in this regime, and to show that the corresponding theoretical analysis allows to accurately predict the performance of the test when M and N are of the same order of magnitude.
Keywords :
Additives; Approximation methods; Context; Covariance matrices; Mathematical model; Random variables; Standards; Asymptotic analysis; GLRT; multichannel detection; random matrix theory;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2015.2452220
Filename :
7145478
Link To Document :
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