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压缩感知雷达超分辨率成像
引用本文:邓振淼,叶淋美,傅茂忠,张贻雄.压缩感知雷达超分辨率成像[J].应用科学学报,2014,32(2):133-140.
作者姓名:邓振淼  叶淋美  傅茂忠  张贻雄
作者单位:厦门大学信息科学与技术学院,福建厦门361005
基金项目:国家自然科学基金(No.61102135);中央高校基本科研业务费专项基金(No.2010121063)资助
摘    要:研究压缩感知理论在逆合成孔径雷达(inverse synthetic aperture radar, ISAR) 成像中的应用. 雷达发射方位稀疏的探测脉冲,对满足Nyquist 采样定理的雷达去斜回波数据进行稀疏采样,再利用压缩感知重构算法分别重构距离向和方位向的完整的目标特性回波信号. 为了得到高分辨的雷达ISAR 像,对重构的数据在距离向
和方位向分别进行超分辨率处理. 实际雷达数据和仿真数据表明ISAR 像的分辨率有较大提高,所给出的综合方法可以降低数据量,节省雷达的时间资源,具有良好的应用价值.

关 键 词:压缩感知  雷达成像  重构  超分辨率  
收稿时间:2013-03-11
修稿时间:2013-04-25

Radar Super-Resolution Imaging Based on Compressive Sensing
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.
Authors:DENG Zhen-miao  YE Lin-mei  FU Mao-zhong  ZHANG Yi-xiong
Institution:School of Information Science and Engineering, Xiamen University, Xiamen 361005, Fujian Province, China
Abstract:Application of compressed sensing (CS) in inverse synthetic aperture radar is investigated in this paper. The radar transmits sparse probing pulses and dechirped radar echo samples that satisfy the Nyquist sampling theorem are resampled sparsely. Reconstruction is performed to these sparse samples both in range and cross-range directions to recover the whole radar echo signals containing the target characteristics. To obtain high resolution ISAR images, super-resolution processing on both range and cross-range directions is conducted on the reconstructed data. Results of processing on real radar data and simulated data show that the resolution of ISAR image can be enhanced significantly. The proposed algorithm can reduce data size and
time consumption, and is valuable for super-resolution radar image applications.
Keywords:compressed sensing (CS)  radar image  reconstruction  super-resolution  
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