Fast and Accurate Single-Snapshot DOA Estimation: Iterative Interpolated Approaches

被引:0
|
作者
Liu, Yicen [1 ]
Zhao, Peiyan [1 ]
Yao, Denghui [1 ]
Liu, Bo [1 ]
Zhang, Junning [2 ]
机构
[1] Natl Key Lab Sci & Technol Blind Signal Proc, Chengdu 610000, Peoples R China
[2] Natl Univ Def Technol, Sch Elect Countermeasures, Hefei 230032, Peoples R China
基金
中国国家自然科学基金;
关键词
Cramer-Rao bound; direction of arrival (DOA) estimation; discrete Fourier transform (DFT) interpolation; radar signal processing; FREQUENCY ESTIMATION;
D O I
10.1109/LGRS.2023.3283288
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Estimating the direction of arrival (DOA) of a single source signal from a single observation of an array data still plays an important part in practical application scenarios. To address the problem, this letter proposes two iterative, fast, and accurate approaches, namely, the Q-shift-based DOA estimation algorithm (QS-DOAEA) and the tradeoff between A&M and Q-shift-based DOA estimation algorithm (TAQ-DOAEA). QS-DOAEA adopts the interpolation of shifted discrete Fourier transform (DFT)coefficients to iteratively obtain the near-optimal estimation. TAQ-DOAEA employs the error function by simultaneously mixing the q-shifted and half-shifted DFT coefficients, which only requires two iterations. Numerical results reveal that QS-DOAEA achieves significant improvement in terms of estimation accuracy and TAQ-DOAEA expedites the convergence. The proposed estimation algorithms demonstrate that they have an asymptotic variance that is at least 1.0013 times the asymptotic Cramer-Rao bound (ACRB), and provide more than 80x reduction in the computational cost, compared to the baseline method. All our proposed algorithms and code are available at https://github.com/jn-z/.
引用
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页数:5
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