Sparsity-Driven Synthetic Aperture Radar Imaging [Reconstruction, autofocusing, moving targets, and compressed sensing]

被引:252
作者
Cetin, Mujdat [1 ,2 ,3 ]
Stojanovic, Ivana [4 ,5 ]
Onhon, N. Ozben [9 ]
Varshney, Kush R.
Samadi, Sadegh
Karl, W. Clem [6 ]
Willsky, Alan S. [7 ,8 ]
机构
[1] Sabanci Univ, Istanbul, Turkey
[2] Int Conf Informat Fus, Istanbul, Turkey
[3] Int Conf Pattern Recognit, Istanbul, Turkey
[4] Iospan Wireless, Dev WiMax Syst, San Jose, CA USA
[5] Intel, Dev WiMax Syst, Santa Clara, CA USA
[6] Boston Univ, Boston, MA 02215 USA
[7] MIT, Cambridge, MA 02139 USA
[8] Alphatech Inc, Fletcher, NC USA
[9] Turkish German Univ, Istanbul, Turkey
关键词
SAR; REPRESENTATION; DICTIONARIES; ENHANCEMENT; RECOVERY; SIGNALS; IMAGES;
D O I
10.1109/MSP.2014.2312834
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
This article presents a survey of recent research on sparsity-driven synthetic aperture radar (SAR) imaging. In particular, it reviews 1) the analysis and synthesis-based sparse signal representation formulations for SAR image formation together with the associated imaging results, 2) sparsity-based methods for wide-angle SAR imaging and anisotropy characterization, 3) sparsity-based methods for joint imaging and autofocusing from data with phase errors, 4) techniques for exploiting sparsity for SAR imaging of scenes containing moving objects, and 5) recent work on compressed sensing (CS)-based analysis and design of SAR sensing missions. © 2014 IEEE.
引用
收藏
页码:27 / 40
页数:14
相关论文
共 58 条
[1]   Through-the-Wall Human Motion Indication Using Sparsity-Driven Change Detection [J].
Ahmad, Fauzia ;
Amin, Moeness G. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 51 (02) :881-890
[2]  
*AIR FORC RES LAB, SENS DAT MAN SYST CI
[3]  
*AIR FORC RES LAB, SENS DAT MAN SYST GO
[4]  
*AIR FORC RES LAB, SENS DAT MAN SYST MO
[5]   Compressive sensing for through-the-wall radar imaging [J].
Amin, Moeness G. ;
Ahmad, Fauzia .
JOURNAL OF ELECTRONIC IMAGING, 2013, 22 (03)
[6]   Sparse Signal Methods for 3-D Radar Imaging [J].
Austin, Christian D. ;
Ertin, Emre ;
Moses, Randolph L. .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2011, 5 (03) :408-423
[7]  
Baraniuk Richard, 2007, 2007 IEEE Radar Conference, P128, DOI 10.1109/RADAR.2007.374203
[8]   Parameter Selection in Sparsity-Driven SAR Imaging [J].
Batu, Ozge ;
Cetin, Mujdat .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2011, 47 (04) :3040-3050
[9]   Three-Dimensional SAR Focusing From Multipass Signals Using Compressive Sampling [J].
Budillon, Alessandra ;
Evangelista, Annarita ;
Schirinzi, Gilda .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (01) :488-499
[10]   SUBAPERTURE AUTOFOCUS FOR SYNTHETIC-APERTURE RADAR [J].
CALLOWAY, TM ;
DONOHOE, GW .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1994, 30 (02) :617-621