DOA Estimation in Impulsive Noise Based on FISTA Algorithm

被引:2
|
作者
Zhang, Jinfeng [1 ]
Chu, Ping [1 ]
Liao, Bin [1 ]
机构
[1] Shenzhen Univ, Key Lab Intelligent Informat Proc Guangdong Prov, Shenzhen 518060, Peoples R China
基金
中国国家自然科学基金;
关键词
compressed sensing; direction-of-arrival estimation; impulsive noise; FISTA; off-grid; BEARING ESTIMATION; SUBSPACE TRACKING; DIRECTION; RECOVERY;
D O I
10.3390/rs15030565
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper investigates the challenging problem of direction-of-arrival (DOA) estimation in impulsive noise and presents a fast iterative shrinkage-thresholding algorithm (FISTA)-based approach to tackle the difficulty. More specifically, the underlying noise is modelled as the superposition of outliers in the white Gaussian noise. Leveraging on the spot-sparse characteristic of the outlier matrix, the FISTA is conducted on each snapshot of the array output. With the estimated outlier matrix and the coarse on-grid DOA estimates, an alternating optimization method is developed to retrieve the final off-grid DOA estimates. Simulation results show that the proposed method outperforms existing methods in terms of resolution capability and estimation accuracy especially in severe noise environments.
引用
收藏
页数:11
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