Compressed Sensing Based DOA Estimation Algorithm

被引:0
作者
Chai, Yuqing [1 ]
机构
[1] Res Inst China Telecom, Dept Mobile Commun & Terminal Technol Res, Beijing, Peoples R China
来源
19TH IEEE INTERNATIONAL SYMPOSIUM ON BROADBAND MULTIMEDIA SYSTEMS AND BROADCASTING, BMSB 2024 | 2024年
关键词
DOA Estimation; Compressed Sensing; Localization; Array Signal Processing; PARAMETERS; ESPRIT;
D O I
10.1109/BMSB62888.2024.10608362
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Direction of arrival (DOA) estimation plays a very important role in signal processing, it has been widely used in various fields. This paper proposes a DOA estimation method based on compressed sensing. Firstly, we constructed the sparse model of the signal, and obtained the reduced dimension representation of the high-dimensional signal. Then, the orthogonal matching pursuit (OMP) algorithm and L1-SVD algorithm based on singular value decomposition (SVD) are used to reconstruct the signal. Compared with the traditional algorithm, we findthat the introduction of compressed sensing theory into DOA estimation can not only improve the estimation performance, but also reduce the computational complexity, which is a very important topic.
引用
收藏
页码:552 / 556
页数:5
相关论文
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