Superresolution of Radar Forward-Looking Imaging Based on Accelerated TV-Sparse Method

被引:0
|
作者
Zhang, Yin [1 ]
Zhang, Qiping [1 ]
Zhang, Yongchao [1 ]
Huang, Yulin [1 ]
Yang, Jianyu [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Informat & Commun Engn, Chengdu 611731, Peoples R China
基金
中国国家自然科学基金;
关键词
Gohberg-Semencul (GS) representation; radar imaging; superresolution; sparse; total variation; L-CURVE; REGULARIZATION; IAA;
D O I
10.1109/JSTARS.2020.3033823
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
Total variation-sparse (TV-sparse)-based multiconstraint devonvolution method has been used to realize superresolution imaging and preserve target contour information simultaneously of radar forward-looking imaging. However, due to the existence of matrix inversion, it suffers from high computational complexity, which restricts the ability of radar real-time imaging. In this article, an Gohberg-Semencul (GS) decomposition-based fast TV-sparse (FTV-sparse) method is proposed to reduce the computational complexity of TV-sparse method. The acceleration strategy utilizes the low displacement rank features of Toeplitz matrix, realizing fast matrix inversion by using a GS representation. It reduces the computational complexity of traditional TV-sparse method from O(N-3) to O(N-2), benefiting for improvement of the computing efficiency. The simulation and experimental data processing results show that the proposed FTV-sparse method has almost no resolution loss compared with the traditional TV sparse method. Hardware test results show that the proposed FTV-sparse method significantly improves the computational efficiency of TV-sparse method.
引用
收藏
页码:92 / 102
页数:11
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