Modulated-ISRJ rejection using online dictionary learning for synthetic aperture radar imagery

被引:0
|
作者
WEI Shaopeng [1 ,2 ]
ZHANG Lei [3 ]
LU Jingyue [4 ]
LIU Hongwei [2 ]
机构
[1] College of Oceanography and Space Informatics, China University of Petroleum (East China)
[2] School of Electronics Engineering, Xidian University
[3] School of Electronics and Communication Engineering, Shenzhen Campus of Sun Yat-sen University
[4] School of Computer Science and Technology, Xidian University
基金
中国国家自然科学基金;
关键词
D O I
暂无
中图分类号
TN957.52 [数据、图像处理及录取];
学科分类号
080904 ; 0810 ; 081001 ; 081002 ; 081105 ; 0825 ;
摘要
In electromagnetic countermeasures circumstances,synthetic aperture radar(SAR) imagery usually suffers from severe quality degradation from modulated interrupt sampling repeater jamming(MISRJ), which usually owes considerable coherence with the SAR transmission waveform together with periodical modulation patterns. This paper develops an MISRJ suppression algorithm for SAR imagery with online dictionary learning. In the algorithm, the jamming modulation temporal properties are exploited with extracting and sorting MISRJ slices using fast-time autocorrelation. Online dictionary learning is followed to separate real signals from jamming slices. Under the learned representation, time-varying MISRJs are suppressed effectively. Both simulated and real-measured SAR data are also used to confirm advantages in suppressing time-varying MISRJs over traditional methods.
引用
收藏
页码:316 / 329
页数:14
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