A Low-Computation Compressive Wideband Spectrum Sensing Algorithm Based on Multirate Coprime Sampling

被引:2
作者
Ren, Shiyu [1 ]
Zeng, Zhimin [1 ]
Guo, Caili [1 ]
Sun, Xuekang [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Beijing Lab Adv Informat Networks, Beijing, Peoples R China
关键词
wideband spectrum sensing; multirate coprime sampling; folded spectrum; PURSUIT;
D O I
10.1587/transfun.E100.A.1060
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Compressed sensing (CS)-based wideband spectrum sensing has been a hot topic because it can cut high signal acquisition costs. However, using CS-based approaches, the spectral recovery requires large computational complexity. This letter proposes a wideband spectrum sensing algorithm based on multirate coprime sampling. It can detect the entire wideband directly from sub-Nyquist samples without spectral recovery, thus it brings a significant reduction of computational complexity. Compared with the excellent spectral recovery algorithm, i.e., orthogonal matching pursuit, our algorithm can maintain good sensing performance with computational complexity being several orders of magnitude lower.
引用
收藏
页码:1060 / 1065
页数:6
相关论文
共 9 条
[1]  
Candès EJ, 2008, IEEE SIGNAL PROC MAG, V25, P21, DOI 10.1109/MSP.2007.914731
[2]  
Cao K., 2013, GHTCE, P187
[3]  
Chen SSB, 2001, SIAM REV, V43, P129, DOI [10.1137/S003614450037906X, 10.1137/S1064827596304010]
[4]   Signal Processing With Compressive Measurements [J].
Davenport, Mark A. ;
Boufounos, Petros T. ;
Wakin, Michael B. ;
Baraniuk, Richard G. .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2010, 4 (02) :445-460
[5]   Cyclostationarity: Half a century of research [J].
Gardner, WA ;
Napolitano, A ;
Paura, L .
SIGNAL PROCESSING, 2006, 86 (04) :639-697
[6]   Blind Multiband Signal Reconstruction: Compressed Sensing for Analog Signals [J].
Mishali, Moshe ;
Eldar, Yonina C. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (03) :993-1009
[7]   Signal recovery from random measurements via orthogonal matching pursuit [J].
Tropp, Joel A. ;
Gilbert, Anna C. .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2007, 53 (12) :4655-4666
[8]   Wideband Spectrum Sensing Based on Sub-Nyquist Sampling [J].
Yen, Chia-Pang ;
Tsai, Yingming ;
Wang, Xiaodong .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (12) :3028-3040
[9]   Multirate Coprime Sampling of Sparse Multiband Signals [J].
Zeng, Weijun ;
Wang, Huali ;
Tian, Hui .
IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2016, E99A (04) :839-842