
FOLLOWUS
Zhengzhou Institute of Information Science and Technology, Zhengzhou 450000, China
Ke JIN, E-mail: jk83302536@126.com
收稿:2016-06-06,
修回:2017-12-20,
纸质出版:2017-12
Scan QR Code
靳科, 赖涛, 李公全, 等. 基于块稀疏的超宽带FMCW雷达ISAR大转角成像[J]. 信息与电子工程前沿(英文), 2017,18(12):2058-2069.
JIN Ke, LAI Tao, LI Gong-quan, et al. Ultra-wideband FMCW ISAR imaging with a large rotation angle based on block-sparse recovery[J]. Frontiers of Information Technology & Electronic Engineering, 2017, 18(12): 2058-2069.
靳科, 赖涛, 李公全, 等. 基于块稀疏的超宽带FMCW雷达ISAR大转角成像[J]. 信息与电子工程前沿(英文), 2017,18(12):2058-2069. DOI: 10.1631/FITEE.1601310.
JIN Ke, LAI Tao, LI Gong-quan, et al. Ultra-wideband FMCW ISAR imaging with a large rotation angle based on block-sparse recovery[J]. Frontiers of Information Technology & Electronic Engineering, 2017, 18(12): 2058-2069. DOI: 10.1631/FITEE.1601310.
超宽带调频连续波雷达可凭借大带宽获得极高的距离分辨率。同时,结合逆合成孔径技术,在大转角条件下进一步得到二维高分辨目标图像。然而,在逆合成孔径雷达中的距离-方位耦合问题严重制约了成像性能。本文基于转台模型的假设,研究传统的匹配滤波类算法,如距离多普勒算法和后向投影算法。为消除传统算法中的高旁瓣效应,进一步探索压缩感知类算法。考虑到高分辨条件下信号的块稀疏特性,本文重点研究了基于块稀疏的自适应匹配追踪大转角ISAR(inverse synthetic aperture radar)成像算法。通过信号对字典的匹配追踪与回溯更新,将雷达回波在未知稀疏度下精确重构,最终得到目标ISAR图像。计算机仿真、简单目标和复杂目标实验结果证明了该算法相比其他算法的有效性和优越性。
Ultra-wideband frequency modulated continuous wave (FMCW) radar has the ability to achieve high-range resolution. Combined with the inverse synthetic aperture technique
high azimuth resolution can be realized under a large rotation angle. However
the range-azimuth coupling problem seriously restricts the inverse synthetic aperture radar (ISAR) imaging performance. Based on the turntable model
traditional match-filter-based
range Doppler algorithms (RDAs) and the back projection algorithm (BPA) are investigated. To eliminate the sidelobe effects of traditional algorithms
compressed sensing (CS) is preferred. Considering the block structure of a signal at high resolution
a block-sparsity adaptive matching pursuit algorithm (BSAMP) is proposed. By matching pursuit and backtracking
a signal with unknown sparsity can be recovered accurately by updating the support set iteratively. Finally
several experiments are conducted. In comparison with other algorithms
the results from processing the simulation data
some simple targets
and a complex target indicate the effectiveness and superiority of the proposed algorithm.
A. Anghel , G. Vasile , R. Cacoveanu , 等 . Short-range wideband FMCW radar for millimetric displacement measurements . IEEE Trans. Geosci. Remote Sens. , 2014 . 52 ( 9 ): 5633 - 5642 . DOI: 10.1109/TGRS.2013.2291573 http://doi.org/10.1109/TGRS.2013.2291573 .
A. Anghel , G. Vasile , R. Cacoveanu , 等 . Range autofocusing for FMCW radars using time warping and a spectral concentration measure . IEEE Radar Conf. , 2015 . p.581 - 586 . DOI: 10.1109/RADAR.2015.7131065 http://doi.org/10.1109/RADAR.2015.7131065 .
T.T. Do , L. Gan , N. Nguyen , 等 . Sparsity adaptive matching pursuit algorithm for practical compressed sensing . 42nd Asilomar Conf. on Signals , 2008 . p.581 - 587 . DOI: 10.1109/ACSSC.2008.5074472 http://doi.org/10.1109/ACSSC.2008.5074472 .
Y.C. Eldar , P. Kuppinger , H. Bolcskei . Block-sparse signals: uncertainty relations and efficient recovery . IEEE Trans. Signal Process. , 2010 . 58 ( 6 ): 3042 - 3054 . DOI: 10.1109/TSP.2010.2044837 http://doi.org/10.1109/TSP.2010.2044837 .
E. Elhamifar , R. Vidal . Block-sparse recovery via convex optimization . IEEE Trans. Signal Process. , 2012 . 60 ( 8 ): 4094 - 4107 . DOI: 10.1109/TSP.2012.2196694 http://doi.org/10.1109/TSP.2012.2196694 .
Y.W. Fu , Y.N. Li , X. Li . A 3D InISAR imaging method for non-uniformly rotating target based on match . Four. Transf. J. Astron. , 2012 . 33 ( 6 ): 769 - 775 . DOI: 10.3873/j.issn.1000-1328.2012.06.012 http://doi.org/10.3873/j.issn.1000-1328.2012.06.012 .
M.A. Herman , T. Strohmer . High-resolution radar via compressed sensing . IEEE Trans. Signal Process. , 2009 . 57 ( 6 ): 2275 - 2284 . DOI: 10.1109/TSP.2009.2014277 http://doi.org/10.1109/TSP.2009.2014277 .
J.M. Hu , W.D. Jiang , Y.W. Fu , 等 . A novel range alignment algorithm for ISAR . IEEE 2nd Int. Conf. on Computer Engineering and Technology , 2010 . p.358 - 362 . DOI: 10.1109/ICCET.2010.5486064 http://doi.org/10.1109/ICCET.2010.5486064 .
K.T. Kim , D.K. Seo , H.T. Kim . Efficient classification of ISAR images . IEEE Trans. Antennas Propag. , 2005 . 53 ( 5 ): 1611 - 1621 . DOI: 10.1109/TAP.2005.846780 http://doi.org/10.1109/TAP.2005.846780 .
G. Li , H. Zhang , X.Q. Wang , 等 . ISAR 2D imaging of uniformly rotating targets via matching pursuit . IEEE Trans. Aerosp. Electron. Syst. , 2012 . 48 ( 2 ): 1838 - 1846 . DOI: 10.1109/TAES.2012.6178106 http://doi.org/10.1109/TAES.2012.6178106 .
S.J. Li , H.R. Qi . Compressed dictionary learning for detecting activations in fMRI using double sparsity . IEEE Global Conf. on Signal and Information Processing , 2014a . p.434 - 437 . DOI: 10.1109/GlobalSIP.2014.7032154 http://doi.org/10.1109/GlobalSIP.2014.7032154 .
S.J. Li , H.R. Qi . Recursive low-rank and sparse recovery of surveillance video using compressed sensing . Proc Int. Conf. on Distributed Smart Cameras , 2014b . Article 1. DOI: 10.1145/2659021.2659029 http://doi.org/10.1145/2659021.2659029 .
S.J. Li , H.R. Qi . A Douglas-Rachford splitting approach to compressed sensing image recovery using low-rank regularization . IEEE Trans. Image Process. , 2015 . 24 ( 11 ): 4240 - 4249 . DOI: 10.1109/TIP.2015.2459653 http://doi.org/10.1109/TIP.2015.2459653 .
G.Y. Lu , Z. Bao . Analysis of MTRC compensation algorithm in ISAR . IEEE Radar Conf. , 1999 . p.242 - 245 . DOI: 10.1109/NRC.1999.767330 http://doi.org/10.1109/NRC.1999.767330 .
M. Martorella , F. Berizzi , B. Haywood . Contrast maximisation based technique for 2D ISAR autofocusing . IEE Proc. Radar Son. Navig. , 2005 . 152 ( 4 ): 253 - 262 . DOI: 10.1049/ip-rsn:20045123 http://doi.org/10.1049/ip-rsn:20045123 .
A. Meta , P. Hoogeboom , L.P. Ligthart . Signal processing for FMCW SAR . IEEE Trans. Geosci. Remote Sens. , 2007 . 45 ( 11 ): 3519 - 3532 . DOI: 10.1109/TGRS.2007.906140 http://doi.org/10.1109/TGRS.2007.906140 .
R.J.C. Middleton , D.G. Macfarlane , D.A. Robertson . Range autofocus for linearly frequency-modulated continuous wave radar . IET Radar Sonar Navig. , 2011 . 5 ( 3 ): 288 - 295 . DOI: 10.1049/iet-rsn.2010.0097 http://doi.org/10.1049/iet-rsn.2010.0097 .
C. Özdemir . Inverse synthetic aperture radar imaging with MATLAB algorithms . John Wiley & Sons, Hoboken, New Jersey, America , 2012 . DOI: 10.1002/9781118178072 http://doi.org/10.1002/9781118178072 .
X.H. Qiu , Y. Zhao . A non-parametric rotating angle acquisition method for optimal ISAR imaging . IEEE Antennas and Propagation Society Int. Symp. , 2006 . p.2697 - 2700 . DOI: 10.1109/APS.2006.1711159 http://doi.org/10.1109/APS.2006.1711159 .
A. Ribalta . Time-domain reconstruction algorithms for FMCW-SAR . IEEE Geosci. Remote Sens. Lett. , 2011 . 8 ( 3 ): 396 - 400 . DOI: 10.1109/LGRS.2010.2078486 http://doi.org/10.1109/LGRS.2010.2078486 .
H.X. Wang , Y. Liang , M.D. Xing , 等 . ISAR imaging via sparse frequency-stepped chirp signal . Sci. China Inform. , 2011 . 55 ( 4 ): 877 - 888 . DOI: 10.1007/s11432-011-4353-1 http://doi.org/10.1007/s11432-011-4353-1 .
R. Wang , O. Loffeld , H. Nies , 等 . Focus FMCW SAR data using the wavenumber domain algorithm . IEEE Trans. Geosci. Remote Sens. , 2010 . 48 ( 4 ): 2109 - 2118 . DOI: 10.1109/TGRS.2009.2034368 http://doi.org/10.1109/TGRS.2009.2034368 .
S.L. Wang , S.G. Li , J.L. Ni , 等 . A new transform-match Fourier transform . Acta Electron. Sin. , 2001 . 29 ( 3 ): 403 - 405 . DOI: 10.3321/j.issn:0372-2112.2001.03.030 http://doi.org/10.3321/j.issn:0372-2112.2001.03.030 .
W.W. Wang , G.S. Liao , L. Zhang , 等 . An imaging method based on compressive sensing for sparse aperture of SAR . Acta Electron. Sin. , 2012 . 40 ( 12 ): 2487 - 2494 . DOI: 10.3969/j.issn.0372-2112.2012.12.021 http://doi.org/10.3969/j.issn.0372-2112.2012.12.021 .
M.D. Xing , R.B. Wu , J.Q. Lan , 等 . Migration through resolution cell compensation in ISAR imaging . IEEE Geosci. Remote Sens. Lett. , 2004 . 1 ( 2 ): 141 - 144 . DOI: 10.1109/LGRS.2004.824766 http://doi.org/10.1109/LGRS.2004.824766 .
S.S. Zhang , B. Xiao , Z.L. Zong . Improved compressed sensing for high-resolution ISAR image reconstruction . Chin. Sci. Bull. , 2014 . 59 ( 23 ): 2918 - 2926 . DOI: 10.1007/s11434-014-0470-8 http://doi.org/10.1007/s11434-014-0470-8 .
关联资源
相关文章
相关作者
相关机构
京公网安备11010802024621