Signal detection with noisy reference for passive sensing

被引:78
作者
Cui, Guolong [1 ]
Liu, Jun [1 ]
Li, Hongbin [1 ]
Himed, Braham [2 ]
机构
[1] Stevens Inst Technol, Dept Elect & Comp Engn, Hoboken, NJ 07030 USA
[2] AFRL RYMD, Dayton, OH 45433 USA
关键词
Cross-correlation detector; Generalized likelihood ratio test (GLRT); Matched filter detector; Reference signal; TIME-DELAY; COHERENCE; TRACKING;
D O I
10.1016/j.sigpro.2014.09.034
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
In many detection applications, the signal to be detected, referred to as target signal, is not directly available. A reference channel (RC) is often deployed to collect a noise-contaminated version of the target signal to serve as a reference, which is then used to assist detecting the presence/absence of the target signal in a test channel (TC). A standard approach is to cross-correlate (CC) the signals received in the TC and RC, respectively. When the signal-to-noise ratio (SNR) in the RC is high, the CC behaves like the optimum matched filter. However, when the SNR in the RC is low, the CC detector suffers significant degradation. This paper considers the above detection problem with a noisy reference signal. We propose four detectors based on the generalized likelihood ratio test principle, by treating the unknown target signal to be deterministic or stochastic and under conditions whether the noise variance is known or unknown. Our results demonstrate that the noise in the RC has an impact on the achievable detection performance. However, when the reference signal is noisy, three of the proposed detectors offer substantial improvements in detection performance over the CC detector. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:389 / 399
页数:11
相关论文
共 30 条
[1]  
[Anonymous], 2007, MATH STAT DATA ANAL
[2]   Imaging passive seismic data [J].
Artman, Brad .
GEOPHYSICS, 2006, 71 (04) :SI177-SI187
[3]   Knowledge-Aided (Potentially Cognitive) Transmit Signal and Receive Filter Design in Signal-Dependent Clutter [J].
Aubry, A. ;
De Maio, A. ;
Farina, A. ;
Wicks, M. .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2013, 49 (01) :93-117
[4]  
Bialkowski KS, 2011, 2011 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP (SSP), P417, DOI 10.1109/SSP.2011.5967719
[5]   COHERENCE AND TIME-DELAY ESTIMATION [J].
CARTER, GC .
PROCEEDINGS OF THE IEEE, 1987, 75 (02) :236-255
[6]   MIMO Radar Waveform Optimization With Prior Information of the Extended Target and Clutter [J].
Chen, Chun-Yang ;
Vaidyanathan, P. P. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (09) :3533-3544
[7]   Cancellation of clutter and multipath in passive radar using a sequential approach [J].
Colone, F. ;
Cardinali, R. ;
Lombardo, P. .
2006 IEEE RADAR CONFERENCE, VOLS 1 AND 2, 2006, :393-+
[8]  
Digital Video Broadcasting (DVB), 2009, ETSIEN302755V111
[9]   Seismic interferometry: Reconstructing the earth's reflection response [J].
Draganov, Deyan ;
Wapenaar, Kees ;
Thorbecke, Jan .
GEOPHYSICS, 2006, 71 (04) :SI61-SI70
[10]   Passive Sensor Imaging Using Cross Correlations of Noisy Signals in a Scattering Medium [J].
Garnier, Josselin ;
Papanicolaou, George .
SIAM JOURNAL ON IMAGING SCIENCES, 2009, 2 (02) :396-437