On the asymptotic resolvability of two point sources in known subspace interference using a GLRT-based framework

被引:25
作者
El Korso, Mohammed Nabil [1 ]
Boyer, Remy [2 ]
Renaux, Alexandre [2 ]
Marcos, Sylvie [2 ]
机构
[1] Tech Univ Darmstadt, Commun Syst Grp, D-64283 Darmstadt, Germany
[2] Univ Paris 11, CNRS L2S Supelec, Lab Signaux & Syst, UPS, F-91192 Gif Sur Yvette, France
关键词
Statistical resolution limit; Performance analysis; Subspace interference; OBLIQUE PROJECTION; RESOLUTION; LIMIT;
D O I
10.1016/j.sigpro.2012.03.011
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The asymptotic statistical resolution limit (SRL), denoted by delta, characterizing the minimal separation to resolve two closely spaced far-field narrowband sources for a large number of observations, among a total number of M >= 2, impinging on a linear array is derived. The two sources of interest (SOI) are corrupted by (1) the interference resulting from the M-2 remaining sources and by (2) a broadband noise. Toward this end, a hypothesis test formulation is conducted. Depending on the a priori knowledge on the SOI, on the interfering sources and on the noise variance, the (constrained) maximum likelihood estimators (MLEs) of the SRL subject to delta is an element of R and/or in the context of the matched subspace detector theory are derived. Finally, we show that the SRL which is the minimum separation that allows a correct resolvability for given probabilities of false alarm and of detection can always be linked to a particular form of the Cramer-Rao bound (CRB), called the interference CRB (I-CRB), which takes into account the M-2 interfering sources. As a by product, we give the theoretical expression of the minimum signal-to-interference-plus-noise ratio (SINR) required to resolve two closely spaced sources for several typical scenarios. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:2471 / 2483
页数:13
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