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Quaternion-MUSIC for near-field strictly noncircular sources with large-scale polarization array

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Indexed by:Journal Papers

Date of Publication:2019-11-01

Journal:DIGITAL SIGNAL PROCESSING

Included Journals:SCIE、EI

Volume:94

Issue:,SI

Page Number:137-145

ISSN No.:1051-2004

Key Words:DOA estimation; Near-field; Noncircular signals; Quaternion; Massive MIMO

Abstract:In this paper, a novel localization method is proposed for DOA, range and polarization estimation of near-field noncircular sources in massive multiple-input-multiple-output (MIMO) systems. Compared with traditional MUSIC-based algorithms, the proposed algorithms can separate the polarization parameters from the spatial spectrum function, avoiding the four-dimensional (4-D) spectrum search and realizing the fast localization of the near-field source with high accuracy. First, the dimension-reduced MUSIC (DR-MUSIC) algorithm is proposed for DOA and range estimation with low computational complexity, and given a closed-form expression of polarization estimation. Next, based on the quaternion theory, a novel algorithm named quaternion non-circular MUSIC (QNC-MUSIC) is proposed for parameter estimation of non-circular signals with high estimation accuracy. In addition, the analysis of the computational complexity and simulations of the proposed method are provided, showing that the proposed method yields a better performance than DR-MUSIC in massive MIMO systems. (C) 2019 Elsevier Inc. All rights reserved.

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