Beamforming using compressive sensing

被引:129
作者
Edelmann, Geoffrey F. [1 ]
Gaumond, Charles F. [1 ]
机构
[1] USN, Res Lab, Washington, DC 20375 USA
关键词
SPARSE SIGNALS; RECOVERY;
D O I
10.1121/1.3632046
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Compressive sensing (CS) is compared with conventional beamforming using horizontal beamforming of at-sea, towed-array data. They are compared qualitatively using bearing time records and quantitatively using signal-to-interference ratio. Qualitatively, CS exhibits lower levels of background interference than conventional beamforming. Furthermore, bearing time records show increasing, but tolerable, levels of background interference when the number of elements is decreased. For the full array, CS generates signal-to-interference ratio of 12 dB, but conventional beamforming only 8 dB. The superiority of CS over conventional beamforming is much more pronounced with undersampling.
引用
收藏
页码:EL232 / EL237
页数:6
相关论文
共 13 条
[1]   The ONR five octave research array (FORA) at Penn State [J].
Becker, KM ;
Preston, JR .
OCEANS 2003 MTS/IEEE: CELEBRATING THE PAST...TEAMING TOWARD THE FUTURE, 2003, :2607-2610
[2]   ACOUSTIC TELESCOPE [J].
BILLINGSLEY, J ;
KINNS, R .
JOURNAL OF SOUND AND VIBRATION, 1976, 48 (04) :485-510
[3]   On Recovery of Sparse Signals Via l1 Minimization [J].
Cai, T. Tony ;
Xu, Guangwu ;
Zhang, Jun .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2009, 55 (07) :3388-3397
[4]  
Candes E. J., 2006, P INT C MATH MADR SP, V3, P1433, DOI DOI 10.4171/022-3/69
[5]   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
[6]   Decoding by linear programming [J].
Candes, EJ ;
Tao, T .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2005, 51 (12) :4203-4215
[7]   Stable signal recovery from incomplete and inaccurate measurements [J].
Candes, Emmanuel J. ;
Romberg, Justin K. ;
Tao, Terence .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2006, 59 (08) :1207-1223
[8]   HIGH-RESOLUTION FREQUENCY-WAVENUMBER SPECTRUM ANALYSIS [J].
CAPON, J .
PROCEEDINGS OF THE IEEE, 1969, 57 (08) :1408-&
[9]  
JOSSO NF, 2010, OCEANS2009 MTS IEEE, P1
[10]  
Theuillon G., 2008, J ACOUST SOC AM, V123, P3108