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

Penghui Ma, Jianfeng Li, Jingjing Pan, Xiaofei Zhang, Roberto Gil‐Pita

2023IEEE/ACM Transactions on Audio Speech and Language Processing16 citationsDOI

Abstract

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.

Topics & Concepts

Coprime integersSignal subspaceSubspace topologyAlgorithmHankel matrixRank (graph theory)SIGNAL (programming language)Matrix (chemical analysis)Direction of arrivalComputer scienceMathematicsArtificial intelligenceImage (mathematics)CombinatoricsNoise (video)Mathematical analysisTelecommunicationsAntenna (radio)Materials scienceComposite materialProgramming languageDirection-of-Arrival Estimation TechniquesSpeech and Audio ProcessingAntenna Design and Optimization
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