UWB echo signal detection with ultra-low rate sampling based on compressed sensing

被引:74
作者
Shi, Guangming [1 ]
Lin, Jie [1 ]
Chen, Xuyang [1 ]
Qi, Fei [1 ]
Liu, Danhua [1 ]
Zhang, Li [1 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
analog-to-information converter (AIC); compressed sensing; echo detection; ultra-wide-band (UWB) signal processing;
D O I
10.1109/TCSII.2008.918988
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
A major challenge in ultra-wide-band (UWB) signal processing is the requirement for very high sampling rate. The recently emerging compressed sensing (CS) theory makes processing UWB signal at a low sampling rate possible if the signal has a sparse representation in a certain space. Based on the CS theory, a system for sampling UWB echo signal at a rate much lower than Nyquist rate and performing signal detection is proposed in this paper. First, an approach of constructing basis functions according to matching rules is proposed to achieve sparse signal representation because the sparse representation of signal is the most important precondition for the use of CS theory. Second, based on the matching basis functions and using analog-to-information converter, a UWB signal detection system is designed in the framework of the CS theory. With this system, a UWB signal, such as a linear frequency-modulated signal in radar system, can be sampled at about 10% of Nyquist rate, but still can be reconstructed and detected with overwhelming probability. The simulation results show that the proposed method is effective for sampling and detecting UWB signal directly even without a very high-frequency analog-to-digital converter.
引用
收藏
页码:379 / 383
页数:5
相关论文
共 16 条
[1]   Signal recovery from random projections [J].
Candès, E ;
Romberg, J .
COMPUTATIONAL IMAGING III, 2005, 5674 :76-86
[2]   Robust uncertainty principles:: Exact signal reconstruction from highly incomplete frequency information [J].
Candès, EJ ;
Romberg, J ;
Tao, T .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (02) :489-509
[3]  
Chen Y, 1998, NONCON OPTIM ITS APP, V20, P1
[4]   Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306
[5]   An adaptive maximally decimated channelized UWB receiver with cyclic prefix [J].
Feng, L ;
Namgoong, W .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2005, 52 (10) :2165-2172
[6]  
FIGUEIREDO MAT, 2007, IN PRESS IEEE J SELE
[7]  
Kirolos S., 2006, P IEEE DALL CAS WORK, P71, DOI DOI 10.1109/DCAS.2006.321036
[8]   Practical issues in implementing analog-to-information converters [J].
Kirolos, Sami ;
Ragheb, Tamer ;
Laska, Jason ;
Duarte, Marco F. ;
Massoud, Yehia ;
Baraniuk, Richard G. .
6TH INTERNATIONAL WORKSHOP ON SYSTEM-ON-CHIP FOR REAL-TIME APPLICATIONS, PROCEEDINGS, 2006, :141-+
[9]  
Laska J., 2006, 2006 IEEE DALL CAS W, P119
[10]   Theory and implementation of an analog-to-information converter using random demodulation [J].
Laska, Jason N. ;
Kirolos, Sami ;
Duarte, Marco F. ;
Ragheb, Tamer S. ;
Baraniuk, Richard G. ;
Massoud, Yehia .
2007 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-11, 2007, :1959-1962