Journal of Applied Sciences ›› 2014, Vol. 32 ›› Issue (2): 133-140.doi: 10.3969/j.issn.0255-8297.2014.02.004
• Signal and Information Processing • Previous Articles Next Articles
DENG Zhen-miao, YE Lin-mei, FU Mao-zhong, ZHANG Yi-xiong
Received:2013-03-11
Revised:2013-04-25
Online:2014-03-25
Published:2013-04-25
CLC Number:
DENG Zhen-miao, YE Lin-mei, FU Mao-zhong, ZHANG Yi-xiong. Radar Super-Resolution Imaging Based on Compressive Sensing[J]. Journal of Applied Sciences, 2014, 32(2): 133-140.
| [1] Richard Baraniuk, Philippe Steeghs. Compressive radar imaging [C]// Radar Conference IEEE, April 2007, 20(7): 128-133.[2] 高磊,宿绍莹,陈曾平. 宽带雷达Chirp回波的正交稀疏表示及其在压缩感知中的应用 [J]. 电子与信息学报,2011, 33(11): 2720-2726.GAO Lei, SU Shaoying, CHEN Zengping. Orthogonal sparse representation for chirp echoes in broadband radar and its application to compressed sensing [J]. Journal of Electronics & Information Technology. 2011, 33(11): 2720-2726. (in Chinese)[3] Matthew A. HERMAN M A, Thomas STROHMER T. High-resolution radar via compressed sensing [J]. IEEE Transactions On Signal Processing, 2009, 57(6): 2275-2284.[4] Vishal M. PATEL V M, Glenn R. EASLEY G R, Dennis M. HEALY D M Jr., Rama CHELLAPPA R. Compressed synthetic aperture radar [J]. IEEE Journal Of Selected Topics in Signal Processing, 2010, 4(2): 244-254.[5] ZHAO Guanghui, WANG Zhengyang, WANG Qi, SHI Guangming, SHEN Fangfang. Robust ISAR imaging based on compressive sensing from noisy measurements [J]. Signal Processing, 2012, 92:120-129.[6] ONHON N O, CETIN M. A Sparsity-driven approach for jiont SAR imaging and phase error correction [J]. Imaging Processing, April 2012, 21(4):2075-2088.[7] SOLIMENE R, AHMAD F, SOLDOVIERI F. A novel CS-TSVD strategy to perform data reduction in linear inverse scattering problems [J]. IEEE Geoscience and Remote Sensing Letters, September 2012, 9(5): 881-885.[8] 刘记红,黎湘,徐少坤,庄钊文. 基于改进正交匹配追踪算法的压缩感知雷达成像方法 [J]. 电子与信息学报,2012, 34(6): 1344-1350.LIU Jihong, LI xiang, XU Shaokun, ZHUANG Zhaowen. Compressed sensing radar imaging methods Based on modified orthogonal matching pursuit algorithms [J]. Journal of Electronics & Information Technology. 2012, 34(6): 1344-1350. (in Chinese)[9] 徐建平,皮亦鸣,曹宗杰. 基于贝叶斯压缩感知的合成孔径雷达高分辨成像[J]. 电子与信息学报, 2011, 33(12): 2863-2868.XU Jianping, PI Yiming, CAO Zongjie. SAR imaging based on bayesian compressive sensing [J]. Journal of Electronics & Information Technology. 2011, 33(12): 2863-2868. (in Chinese)[10] KHWAJA Ahmed Shaharyar, MA Jian Wei. Applications of Compressed Sensing for SAR Moving-Target Velocity Estimation and Image Compression [J]. IEEE Transactions on Instrumentation and Measurement, 2011, 6(8): 2848-2860.[11] 徐建平,皮亦鸣. 压缩感知SAR成像中的运动补偿 [J].电子与信息学报, 2012, 34(2):294-299.XU Jianping, PI Yiming. Motion compensation for compressive sensing SAR imaging [J]. Journal of Electronics & Information Technology, 2012, 34(2): 294-299. (in Chinese)[12] WANG Hongxian, QUAN Yinghui, XING Mengdao, ZHANG Shouhong. ISAR imaging via sparse probing frequencies [J]. IEEE Geoscience and Remote Sensing Letters, 2011, 8(3): 451-455.[13] 刘天鹏,刘振,魏玺章. 基于压缩感知的脉间捷变频SAR成像研 [J]. 电子学报,2012, 40(6): 1073-1078.Liu Tianpeng, Liu Zhen, Wei Xizhang. Research on interpulse frequency agility SAR imaging via compressed sensing [J]. Journal of Electronics & Information Technology, 2012, 40(6): 1073-1078. (in Chinese)[14] Hasan S. MIR H S, Blair D. CARLSON B D. On the definition of radar range resolution for targets of greatly differing RCS [J]. IEEE Transactions on Instrumentation and Measurement, 2012, 61(3): 655-663.[15] ZHANG Lei, XING Mengdao. Achieving higher resolution ISAR imaging with limited pulses via compressed sampling [J]. IEEE Geosience and Remote Sensing Letters, 2009, 6(3): 567-571.[16] 王伟伟,廖桂生,朱圣棋. 基于压缩感知的双通道SAR地面运动目标检测方法研究 [J]. 电子与信息学报,2012, 34(3): 587-593.WANG Weiwei, LIAO Guisheng, ZHU Shengqi. A compressive sensing based SAR GMTI method for dual-channel SAR system [J]. Journal of Electronics & Information Technology. 2012, 34(3): 578-593. (in Chinese)[17] 王伟伟,廖桂生,吴孙勇,朱圣棋. 基于小波稀疏表示的压缩感知SAR成像算法研究 [J]. 电子与信息学报,2011, 33(6): 1440-1446.WANG Weiwei, LIAO Guisheng, ZHU Shengqi, ZHU Shengqi. A compressive sensing imaging approach based on wavelet sparse representation [J]. Journal of Electronics & Information Technology, 2011, 33(6): 1440-1446. (in Chinese)[18] 刘记红,徐少坤,高勋章,黎湘. 基于随机卷积的压缩感知雷达成像 [J]. 系统工程与电子技术,2011, 33(7): 1485-1490.LIU Jihong, XU Shaokun, GAO Xunzhang, LI Xiang. Compressed sensing radar imaging based on random convolution [J]. Systems Engineering and Electronics, 2011, 33(7): 1485-1490. (in Chinese)[19] 谢晓春,张云华. 基于压缩感知的二维雷达成像算法[J]. 电子与信息学报,2010, 32(5):1234-1238.XIE Xiaochun, ZHANG Yunhua. 2D radar imaging scheme based on compressive sensing technique [J]. Journal of Electronics & Information Technology, 2010, 32(5): 1485-1490. (in Chinese)[20] 江海,林月冠,张冰尘,洪文. 基于压缩感知的随机噪声成像雷达 [J]. 电子与信息学报,2011,33(3): 672-676.JIANG Hai, LIN Yueguan, ZHANG Bingchen, HONG Wen. Random noise imaging radar based on compressed sensing [J]. Journal of Electronics & Information Technology, 2011, 33(3): 672-676. (in Chinese)[21] 余慧敏,方广有. 压缩感知理论在探地雷达三维成像中的应用 [J]. 电子与信息学报,2010,32(1): 12-16.YU Huimin, FANG Guangyou. Research on compressive sensing based 3D imaging method applied to ground penetrating radar [J]. Journal of Electronics & Information Technology, 2010, 32(1): 12-16. (in Chinese)[22] 屈乐乐,方广有,杨天虹. 压缩感知理论在频率步进探地雷达偏移成像中的应用 [J]. 电子与信息学报,2011,33(1): 21-26.QU Lele, FANG Guangyou, YANG Tianhong. The application of compressed sensing to stepped-frequency ground penetrating radar migration imaging [J]. Journal of Electronics & Information Technology, 2011, 33(1): 21-26. (in Chinese)[23] 卢策吾,刘小军,方广有. 基于感知压缩的探地雷达数据压缩采集 [J]. 电子学报,2011, 39(9): 2204-2206.LU Cewu, LIU Xiaojun, FANG Guangyou. Compressive sensing for GPR date acquisition [J]. Acta Electronica Sinica, 2011, 39(9): 2204-2206. (in Chinese)[24] QU Lele, YANG Tianhong. Investigation of air/ground reflection and antenna beam width for compressive sensing SFCW GPR migration imaging [J]. IEEE Transactions on Geoscience and Remote Sensing, 2012, 50(8): 3143-3149.[25] ZHANG Jindong, ZHU Daiyin, ZHANG Gong. Adaptive compressed sensing radar oriented toward cognitive detection in dynamic sparse target scene [J]. IEEE Transactions on Signal Processing, 2012, 60(4): 1718-1729.[26] Sidney L. BORISON S L, Stephen B. BOWLING S B, Kevin M. CUOMO K M. Super-resolution methods for wideband radar [J]. The Lincoln Laboratory Journal, 1992, 5(3): 441-461.[27] CUOMO K M. A bandwidth extrapolation technique for improved range resolution of coherent radar data [R]. Project report CJP-60 Rev. 1, Lincoln Laboratory, 4 Dec. 1992, CTIC #ADA-258462.[28] CUOMO K M, Jean E. PIOU J E, Joseph T. MAYHAN J T. Ultra-wideband coherent processing [J]. The Lincoln Laboratory Journal, 1997, 10(2): 203-222.[29] PIOU J E, CUOMO K M, MAYHAN J T. A state-space technique for ultrawide-bandwidth coherent processing [J]. Massachusetts Institute of Technology Lincoln Laboratory, July 1999.[30] 朱兆达,叶纂如,邬小青. 一种超分辨距离多普勒成像方法 [J]. 电子学报, 1992, 20(7):1-6.ZHU Zhaoda, YE Zhenru, WU Xiaoqing. An approach to super resolution range-Doppler imaging [J]. Acta Electronica Sinica, 1992, 20(7): 1-6. (in Chinese)[31] 王琦,周峰,邢孟道,黄金杰. 雷达成像中稀疏孔径外推新算法 [J]. 电子与信息学报, 2007, 29(11): 2698-2701.WANG Qi, ZHOU Feng, XING Mengdao, HUANG Jinjie. A new algorithm for sparse aperture extrapolation in radar imaging [J]. Journal of Electronics & Information Technology, 2007, 29(11): 2698-2701. (in Chinese)[32] Donald R. WEHNER D R. High-resolution radar [M]. Artech House, 1995.[33] Eichel P H, JAKOWATZ C V Jr. Phase-gradient algorithm as an optimal estimator of the phase derivative [J]. Optics Letters, 1989, 14(20): 1101-1103.[34] 朱兆达,邱晓晖,余志舜. 用改进的多普勒中心跟踪法进行动ISAR补偿 [J]. 电子学报,1997, 25(3): 65-69.ZHU Zhaoda, QIU Xiaohui, YU Zhishun. ISAR motion compensation using modified Doppler centroid tracking method [J]. Acta Electronica Sinica, 1997, 25(3): 65-69. (in Chinese)[35] WANG Ling, ZHU Daiyin, ZHU Zhaoda. Improvements of ROPE in ISAR motion compensation [C]// 1st Asian and Pacific Conference on Synthetic Aperture Radar, 2007. APSAR 2007. 735-738.[36] MUÑOZ-FERRERAS J M, PÉREZ-MARTÍNEZ F. On the Doppler spreading effect for the range-instantaneous-Doppler technique in inverse synthetic aperture radar imagery [J]. Geoscience and Remote Sensing Letters, IEEE, 2010, 7(1): 180-184.[37] THAYAPARAN T, BRINKMAN W, LAMPROPOULOS G. Inverse synthetic aperture radar image focusing using fast adaptive joint time–frequency and three-dimensional motion detection on experimental radar data [J]. IET Signal Processing, 2010, 4(4): 382–394.[38] ZHANG Lei, SHENG Jialian, DUAN Jia, XING Mengdao, QIAO Zhijun, BAO Zheng. Translational motion compensation for ISAR imaging under low SNR by minimum entropy [J]. Journal on Advances in Signal Processing, 2013, 2013: 33.[39] Marco F. DUARTE M F, Richard G. BARANIUK R G. Spectral compressive sensing [J]. Appl. Comput. Harmon. Anal. (2012), http://dx.doi.org/10.1016/j.acha.2012.08.003.[40] 王军华,黄知涛,周一宇,王丰华. 压缩感知理论中的广义不相关性准则 [J]. 信号处理,2012, 28(5): 675-679.WANG Junhua, HUANG Zhitao, ZHOU Yiyu, WANG Fenghua. Generalized incoherence principle in compressed sensing [J]. Signal Processing, 2012, 28(5): 675-679. (in Chinese)[41] Deanna NEEDELL D. Topics in compressed sensing [D]. California: University of California, 2009.[42] AKAIKE H. Information theory and an extension of the maximum likelihood principle [C]// Proceedings of 2nd International Symposium on Information Theory, 1973: 267-281.[43] SCHWARTZ G. Estimating the dimension of a model [J]. The Annals of Statistics, 1978, 6(2): 461-464.[44] CHEN Liang, WU Jiaji, HUANG Bormin. GPU implementation of orthogonal matching pursuit for compressive sensing [C]// 2011 IEEE 17th International Conference on Parallel and Distributed Systems, 7-9 2011: 1044 -1047.[45] WU Xifei, XIANG Hui, LU Peng. A GPU accelerated algorithm for compressive sensing based Image super-resolution [C]// 2011 Workshop on Digital Media and Digital Content Management, 15-16 May. 2011: 198- 202.[46] David S. SMITH D S, John C. GORE J C, Thomas E. YANKEELOV T E, E. Brian WELCH E B. Real-time compressive sensing MRI reconstruction using GPU computing and split bregman methods [J]. International Journal of Biomedical Imaging, 2012: 1-6. |
| [1] | DONG Jingxian, MA Jingwen, CAI Hongsen, LI Xin, DENG Xianbo, HOU Wenguang. CT Based Non-human Tissue 3D Reconstruction [J]. Journal of Applied Sciences, 2024, 42(2): 280-289. |
| [2] | ZHENG Xiaokang, WEN Jiangang, ZOU Yuanping, WANG Anding, HUA Jingyu. High Time Transmission Efficiency CP-UFMC Receiving Method Based on CP Reconstruction [J]. Journal of Applied Sciences, 2024, 42(2): 222-236. |
| [3] | CHEN Yijun, CHEN Yu, TENG Fei. Track Area Detection for Railway Switches [J]. Journal of Applied Sciences, 2024, 42(1): 145-160. |
| [4] | XIE Yiyi, ZHANG Yushu, ZHAO Ruoyu, WEN Wenying, ZHOU Yuqian. Image Privacy Protection Based on Cycle-Consistent Generative Adversarial Networks [J]. Journal of Applied Sciences, 2023, 41(2): 228-239. |
| [5] | YUAN Wenjie, TIAN Jinpeng, YANG Jie. Image Compressive Sensing Reconstruction Using Ultra-Deep Residual Channel Attention Network [J]. Journal of Applied Sciences, 2022, 40(6): 887-895. |
| [6] | WU Wenjing, FENG Xin. Recognition Method of Lateral Buckling of Submarine Pipeline Based on Distributed Optical Fiber Sensing [J]. Journal of Applied Sciences, 2022, 40(5): 779-789. |
| [7] | ABUDURUSULI Aosiman, AILIMINUER Abulijiang, ZULIHAYETI Aihemaiti. Image High Resolution Reconstruction Algorithm Using Directional Cycle Spinning Operations in Wavelet Domain [J]. Journal of Applied Sciences, 2022, 40(2): 279-287. |
| [8] | QI Mengyu, ZHAO Lili, LIU Xin, YAN Zhuangzhi. Three-Dimensional Photoacoustic Image Reconstruction Using Weighted Alternating Direction Method [J]. Journal of Applied Sciences, 2019, 37(3): 336-348. |
| [9] | LI Guo-rui, TIAN Li, CUI Hao, CHEN Hao-bo. An Autoencoder-Based Data Collection Scheme for Wireless Sensor Networks [J]. Journal of Applied Sciences, 2018, 36(3): 411-419. |
| [10] | LIU Ya-wen, QIN Su-shun. Building Facade Reconstruction on Sparse LiDAR Data Region [J]. Journal of Applied Sciences, 2017, 35(2): 217-225. |
| [11] | TIAN Jin-peng, LIU Xiao-juan, LIU Yan-ping, XUE Ying, ZHENG Guo-xin. Multi-candidate Set of Generalized Orthogonal Matching Pursuit Algorithm [J]. Journal of Applied Sciences, 2017, 35(2): 233-243. |
| [12] | YANG Qiong, ZHANG Yi, TANG Cheng-kai, HE Wei. Anti-jamming Algorithm of Space-Time AdaptiveFiltering for GPS Based on MatrixReconstruction [J]. Journal of Applied Sciences, 2016, 34(4): 380-386. |
| [13] | ZHANG Guo. Satellite Video Processing and Applications [J]. Journal of Applied Sciences, 2016, 34(4): 361-370. |
| [14] | SUN Jing-feng, LIU Hui-ying, JI Chao, GUO Hui-juan. High-Resolution Image Based on Exponent Moments [J]. Journal of Applied Sciences, 2016, 34(2): 127-134. |
| [15] | ZHANG Bin, ZHANG Yao-ming, ZHANG Zhi, QIN Qian-qing, WANG Han. Application of Building Information Extraction Based on High Resolution Optical and SAR Images [J]. Journal of Applied Sciences, 2015, 33(5): 559-567. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||