On Cyclostationarity Based Spectrum Sensing Under Uncertain Gaussian Noise

被引:67
作者
Huang, Guangjie [1 ]
Tugnait, Jitendra K. [1 ]
机构
[1] Auburn Univ, Dept Elect & Comp Engn, Auburn, AL 36849 USA
关键词
Cognitive radio; cyclic correlation function; cyclostationary signals; hypothesis testing; multichannel signal detection; spectrum sensing; OFDM SIGNALS;
D O I
10.1109/TSP.2013.2246158
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
Detection of cyclostationary primary user (PU) signals in colored Gaussian noise for cognitive radio systems is considered based on looking for single or multiple cycle frequencies at single or multiple time lags in the cyclic autocorrelation function (CAF) of the noisy PU signal. We explicitly exploit the knowledge that under the null hypothesis of PU signal absent, the measurements originate from possible colored Gaussian noise with unknown correlation function. Our formulation allows us to simplify the spectrum sensing detector and obviates the need for estimating an unwieldy covariance matrix needed in some prior works. We consider both single and multiple antenna receivers, and both nonconjugate and conjugate CAFs. A performance analysis of the proposed detector is carried out. Supporting simulation examples are provided to demonstrate the efficacy of the proposed approaches and to compare them with some existing approaches. Our proposed approaches are computationally cheaper than the Dandawate-Giannakis and related approaches while having quite similar detection performance for a given false alarm rate.
引用
收藏
页码:2042 / 2054
页数:13
相关论文
共 22 条
[1]  
Anderson T. W., 1984, An introduction to multivariate statistical analysis, V2nd
[2]  
[Anonymous], 2010, IEEE 71 VEH TECHN C
[3]  
Axell E., 2011, 2011 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), P329, DOI 10.1109/CAMSAP.2011.6136017
[4]   Optimal and Sub-Optimal Spectrum Sensing of OFDM Signals in Known and Unknown Noise Variance [J].
Axell, Erik ;
Larsson, Erik G. .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2011, 29 (02) :290-304
[5]   Implementation issues in spectrum sensing for cognitive radios [J].
Cabric, D ;
Mishra, SM ;
Brodersen, RW .
CONFERENCE RECORD OF THE THIRTY-EIGHTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 2004, :772-776
[6]  
CABRIC D, 2006, ACM 1 INT WORKSH TEC
[7]   Autocorrelation-Based Decentralized Sequential Detection of OFDM Signals in Cognitive Radios [J].
Chaudhari, Sachin ;
Koivunen, Visa ;
Poor, H. Vincent .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (07) :2690-2700
[8]   STATISTICAL TESTS FOR PRESENCE OF CYCLOSTATIONARITY [J].
DANDAWATE, AV ;
GIANNAKIS, GB .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (09) :2355-2369
[9]  
Guangjie Huang, 2011, 2011 49th Annual Allerton Conference on Communication, Control, and Computing (Allerton), P501
[10]  
Haykin S, 2009, P IEEE, V97, P849, DOI 10.1109/IITAW.2009.49