Coherent Signal DOA Estimation With Coprime Array: Exploiting Signal Subspace Reconstructing Strategy

互质整数 信号子空间 子空间拓扑 算法 汉克尔矩阵 秩(图论) 信号(编程语言) 基质(化学分析) 到达方向 计算机科学 数学 人工智能 图像(数学) 组合数学 噪音(视频) 数学分析 电信 天线(收音机) 材料科学 复合材料 程序设计语言
作者
Penghui Ma,Jianfeng Li,Jingjing Pan,Xiaofei Zhang,Roberto Gil‐Pita
出处
期刊:IEEE/ACM transactions on audio, speech, and language processing [Institute of Electrical and Electronics Engineers]
卷期号:32: 497-508 被引量:5
标识
DOI:10.1109/taslp.2023.3334482
摘要

Coprime array possesses a larger array aperture and element spacing compared with the conventional uniform linear array (ULA) for the equivalent number of sensors, attracting considerable scholarly attention. However, the direction of arrival (DOA) estimation of coherent signals has been a major challenge for the practical application of the coprime array. In this paper, based upon the perspective of signal subspace reconstruction, we propose two effective approaches to resolve the DOA of completely correlated signals with a coprime array. For the first method, we exploit two selection matrices to separate the signal subspace into two parts and rearrange the elements within them to construct two Hankel matrices. By applying the MUSIC method to these Hankel matrices and finding common solutions, we can determine the DOA of coherent signals. In the second method, we first convert the signal subspace of the coprime array into the signal subspace of ULA using a mapping matrix and the total least squares method. We then construct a Hankel matrix and restore its rank by solving a rank minimization problem. Finally, by applying the MUSIC method to the rank-restored Hankel matrix, we can obtain the angles of the coherent signals. Finally, simulation results are presented to demonstrate the efficiency and superiority of our proposed methods.
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