1.南京理工大学电子工程与光电技术学院,江苏南京 210094
2.南京晓庄学院电子工程学院,江苏南京 211171
[ "陈胜垚 男,1985年生,安徽庐江人,博士,南京理工大学副教授、硕士生导师. 主要研究方向为雷达信号处理、阵列信号处理、压缩感知、非线性优化在信号处理中的应用等. E-mail: chenshengyao@njust.edu.cn" ]
[ "席 峰 男,1980年生,江苏宜兴人,博士. 南京理工大学副教授、硕士生导师. 主要研究方向为雷达信号处理、统计和阵列信号处理、压缩感知、凸优化等. E-mail: xifeng@njust.edu.cn" ]
[ "张素玲 女,1985年生,河南博爱人,博士. 南京晓庄学院讲师. 研究方向为雷达信号处理、压缩感知. E-mail: zsljust@163.com" ]
[ "刘 中 男,1963年生,安徽灵璧人,博士,南京理工大学教授、博士生导师. 主要研究方向为信号采样与处理、雷达信号处理、深度学习等. 中国电子学会会员编号:E190011293S.E-mail: eezliu@njust.edu.cn" ]
收稿:2021-05-28,
修回:2022-10-21,
纸质出版:2023-03-25
移动端阅览
陈胜垚,席峰,张素玲等.正交压缩采样系统时域分析[J].电子学报,2023,51(03):573-584.
CHEN Sheng-yao,XI Feng,ZHANG Su-ling,et al.Time-Domain Analyses of Quadrature Compressive Sampling System[J].ACTA ELECTRONICA SINICA,2023,51(03):573-584.
陈胜垚,席峰,张素玲等.正交压缩采样系统时域分析[J].电子学报,2023,51(03):573-584. DOI: 10.12263/DZXB.20210685.
CHEN Sheng-yao,XI Feng,ZHANG Su-ling,et al.Time-Domain Analyses of Quadrature Compressive Sampling System[J].ACTA ELECTRONICA SINICA,2023,51(03):573-584. DOI: 10.12263/DZXB.20210685.
正交压缩采样(Quadrature Compressive Sampling,QuadCS),可直接低速获取射频信号的同相和正交支路信号,是一种有效的宽带/超宽带信号采样模信转换系统. 本文在分析QuadCS感知矩阵时域特性的基础上,有效地将感知矩阵分解成QuadCS不同组成单元描述矩阵乘积的形式,并籍此采用单位范数紧框架理论建立了QuadCS的可重构性. 除外,本文还分析了QuadCS输出信噪比和重构信噪比,证明了QuadCS保持输入信噪比的不变性,推导出了重构信噪比损失关系式. 本文的工作进一步完善了正交压缩采样理论.
Quadrature compressive sampling (QuadCS) can directly obtain the in-phase and quadrature components of radio signals at sub-Nyquist rates and is one of efficient analog-to-information systems sampling wideband/ultra-wideband signals. This paper studies the QuadCS system properties from the time-domain point of view. Firstly
the sensing matrix describing QuadCS system is derived in time-domain
and it is further decomposed into three components. Then with the decomposition structure
the QuadCS reconstructability is simply built in virtue of the theory of unit-norm tight frame. Finally
the signal power and the noise variance in the QuadCS output are analyzed
the signal-to-noise ratios before and after the QuadCS system are proved to keeps intact
and the SNR loss after reconstruction is given. The work of this paper further improves the theory of QuadCS.
KIROLOS S , LASKA J , WAKIN M , et al . Analog-to-information conversion via random demodulation [C]// 2006 IEEE Dallas/CAS Workshop on Design , Applications, Integration and Software . Piscataway : IEEE , 2006 : 71 - 74 .
LASKA J , KIROLOS S , MASSOUD Y , et al . Random sampling for analog-to-information conversion of wideband signals [C]// 2006 IEEE Dallas/CAS Workshop on Design , Applications, Integration and Software . Piscataway : IEEE , 2006 : 119 - 122 .
TROPP J A , LASKA J N , DUARTE M F , et al . Beyond Nyquist: Efficient sampling of sparse bandlimited signals [J]. IEEE Transactions on Information Theory , 2010 , 56 ( 1 ): 520 - 544 .
MISHALI M , ELDAR Y C . From theory to practice: Sub-Nyquist sampling of sparse wideband analog signals [J]. IEEE Journal of Selected Topics in Signal Processing , 2010 , 4 ( 2 ): 375 - 391 .
MISHALI M , ELDAR Y C , ELRON A J . Xampling: signal acquisition and processing in union of subspaces [J]. IEEE Transactions on Signal Processing , 2011 , 59 ( 10 ): 4719 - 4734 .
XI F , CHEN S Y , LIU Z . Quadrature compressive sampling for radar signals [J]. IEEE Transactions on Signal Processing , 2014 , 62 ( 11 ): 2787 - 2802 .
XI F , CHEN S Y , LIU Z . Quadrature compressive sampling for radar signals: Output noise and robust reconstruction [C]// 2014 IEEE China Summit & International Conference on Signal and Information Processing (ChinaSIP) . Piscataway : IEEE , 2014 : 790 - 794 .
ZHANG S L , XI F , CHEN S Y , et al . Segment-sliding reconstruction of pulsed radar echoes with sub-Nyquist sampling [J]. Science China Information Sciences , 2016 , 59 ( 12 ): 1 - 18 .
张素玲 , 席峰 , 陈胜垚 , 等 . 基于正交压缩采样系统的脉冲雷达回波信号实时重构方法 [J]. 电子与信息学报 , 2016 , 38 ( 5 ): 1064 - 1071 .
ZHANG S L , XI F , CHEN S Y , et al . A real-time reconstruction scheme of pulsed radar echoes with quadrature compressive sampling [J]. Journal of Electronics & Information Technology , 2016 , 38 ( 5 ): 1064 - 1071 . (in Chinese)
张素玲 , 陈胜垚 , 席峰 , 等 . 亚奈奎斯特采样雷达的运动目标回波信号的快速重构 [J]. 电子学报 , 2019 , 47 ( 10 ): 2098 - 2107 .
ZHANG S L , CHEN S Y , XI F , et al . Fast reconstruction of moving target echoes based on sub-Nyquist radar [J]. Acta Electronica Sinica , 2019 , 47 ( 10 ): 2098 - 2107 . (in Chinese)
LIU C , XI F , CHEN S Y , et al . Pulse-Doppler signal processing with quadrature compressive sampling [J]. IEEE Transactions on Aerospace and Electronic Systems , 2015 , 51 ( 2 ): 1217 - 1230 .
CHEN S Y , CHENG Z Y , LIU C , et al . A blind stopping condition for orthogonal matching pursuit with applications to compressive sensing radar [J]. Signal Processing , 2019 , 165 : 331 - 342 .
CHEN S Y , CHENG Z Y , YANG H Z , et al . Sub-Nyquist sampling with independent measurements [J]. Signal Processing , 2020 , 170 : 107435 .
陈胜垚 , 席峰 , 刘中 . 正交压缩采样雷达偏离网格目标时延估计技术 [J]. 电子学报 , 2015 , 43 ( 12 ): 2352 - 2359 .
CHEN S Y , XI F , LIU Z . Time-delay estimation of off-grid targets for quadrature compressive sampling radar [J]. Acta Electronica Sinica , 2015 , 43 ( 12 ): 2352 - 2359 . (in Chinese)
XI F , CHEN S Y , ZHANG Y D , et al . Gridless quadrature compressive sampling with interpolated array technique [J]. Signal Processing , 2017 , 133 : 1 - 12 .
CHEN S Y , XI F , LIU Z . A general sequential delay-Doppler estimation scheme for sub-Nyquist pulse-Doppler radar [J]. Signal Processing , 2017 , 135 : 210 - 217 .
CHEN S Y , XI F , LIU Z . A general and yet efficient scheme for sub-Nyquist radar processing [J]. Signal Processing , 2018 , 142 : 206 - 211 .
YANG H Z , CHEN S Y , XI F , et al . Quadrature compressive sampling SAR imaging [C]// 2018 IEEE International Geoscience and Remote Sensing Symposium . Piscataway : IEEE , 2018 : 5847 - 5850 .
YANG H Z , CHEN C Z , CHEN S Y , et al . Sub-Nyquist SAR via quadrature compressive sampling with independent measurements [J]. Remote Sensing , 2019 , 11 ( 4 ): 472 .
CHEN S Y , XI F . Quadrature compressive sampling for multiband radar echo signals [J]. IEEE Access , 2017 , 5 : 19742 - 19760 .
LEDOUX M . The Concentration of Measure Phenomenon [M]. Providence, Rhode Island : American Mathematical Society , 2001
ZHANG P , GAN L , SUN S M , et al . Modulated unit-norm tight frames for compressed sensing [J]. IEEE Transactions on Signal Processing , 2015 , 63 ( 15 ): 3974 - 3985 .
HO K C , CHAN Y T , INKOL R . A digital quadrature demodulation system [J]. IEEE Transactions on Aerospace and Electronic Systems , 1996 , 32 ( 4 ): 1218 - 1227 .
CANDES E J , TAO T . Decoding by linear programming [J]. IEEE Transactions on Information Theory , 2005 , 51 ( 12 ): 4203 - 4215 .
FORNASIER M . Theoretical Foundations and Numerical Methods for Sparse Recovery [M]. Berlin : Walter de Gruyter GmbH , 2010 .
TROPP J A , DHILLON I S , HEATH R W , et al . Designing structured tight frames via an alternating projection method [J]. IEEE Transactions on Information Theory , 2005 , 51 ( 1 ): 188 - 209 .
DAVEBPORT M . Random Observations on Random Observations: Sparse Signal Acquisition and Processing [D]. Houston : Rice University , 2010 .
RICHARDS M A . Fundamentals of Radar Signal Processing [M]. New York : McGraw-Hill , 2005 .
VAN DEN BERG E , FRIEDLANDER M P . Probing the Pareto frontier for basis pursuit solutions [J]. SIAM Journal on Scientific Computing , 2009 , 31 ( 2 ): 890 - 912 .
0
浏览量
26
下载量
0
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010802024621