Inverse synthetic aperture radar imaging based on two-dimensional fast orthogonal matching pursuit algorithm

被引:0
|
作者
Wei, Xu [1 ]
Yang, Jun [1 ]
Lv, Mingjiu [1 ]
Chen, Wenfeng [1 ]
Ma, Xiaoyan [1 ]
Long, Ming [1 ]
Xia, Saiqiang [1 ]
Huang, Liang [1 ]
机构
[1] Early Warning Acad, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
inverse synthetic aperture radar; two-dimensional joint sparse imaging; two-dimensional fast orthogonal matching pursuit algorithm; MOTION COMPENSATION; SIGNAL RECOVERY; ISAR;
D O I
10.1117/1.JEI.31.1.013027
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
With regard to inverse synthetic aperture radar imaging with limited bandwidth and sparse aperture, it is a challenge to traditional range-Doppler (RD) algorithm. We proposed an innovative two-dimensional (2D) joint sparse imaging algorithm, namely, 2D fast orthogonal matching pursuit (2D-FOMP) algorithm. In the proposed algorithm, one-dimensional OMP (1D-OMP) is extended to 2D-OMP in the complex domain from three aspects of atom recognition, projection update, and residual update. Then, the equivalence between 1D-OMP and 2D-OMP is analyzed theoretically. Meanwhile, two strategies that multi atom recognition and matrix recursive update are added in 2D-OMP to further improve the reconstruction speed o f 2D-FOMP. Experimental results based on both simulated and measured data demonstrate that the proposed algorithm has good imaging performance under noisy and sparse conditions. (C) 2022 SPIE and IS&T
引用
收藏
页数:14
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