AI Article Synopsis

  • This paper focuses on a 2D angle of arrival (AOA) estimation algorithm for electromagnetic vector sensor arrays, utilizing Type-2 block component decomposition (BCD) tensor modeling.
  • The approach aims to improve the resolution of blind parameter estimation while addressing limitations in existing tensor methods, such as handling partially-polarized signals.
  • Numerical experiments show that the proposed algorithm outperforms traditional methods, demonstrating greater accuracy and robustness in challenging conditions like low signal-to-noise ratios and small angular separations.

Article Abstract

This paper investigates a two-dimensional angle of arrival (2D AOA) estimation algorithm for the electromagnetic vector sensor (EMVS) array based on Type-2 block component decomposition (BCD) tensor modeling. Such a tensor decomposition method can take full advantage of the multidimensional structural information of electromagnetic signals to accomplish blind estimation for array parameters with higher resolution. However, existing tensor decomposition methods encounter many restrictions in applications of the EMVS array, such as the strict requirement for uniqueness conditions of decomposition, the inability to handle partially-polarized signals, etc. To solve these problems, this paper investigates tensor modeling for partially-polarized signals of an L-shaped EMVS array. The 2D AOA estimation algorithm based on rank- ( L 1 , L 2 , · ) BCD is developed, and the uniqueness condition of decomposition is analyzed. By means of the estimated steering matrix, the proposed algorithm can automatically achieve angle pair-matching. Numerical experiments demonstrate that the present algorithm has the advantages of both accuracy and robustness of parameter estimation. Even under the conditions of lower SNR, small angular separation and limited snapshots, the proposed algorithm still possesses better performance than subspace methods and the canonical polyadic decomposition (CPD) method.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5464189PMC
http://dx.doi.org/10.3390/s17050963DOI Listing

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