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Underdetermined 3-D Parameter Estimation of Near-field Sources with Exact Spherical Wavefront Model

  • Hua Chen
  • , Longsheng Jin
  • , Jiaxiong Fang
  • , Wei Liu
  • , Ye Tian
  • , Gang Wang
  • , Chau Yuen

Research output: Journal article publicationJournal articleAcademic researchpeer-review

Abstract

To realize three-dimensional (3-D) underdetermined parameter estimation for near-field (NF) sources by L-shaped nested arrays, two NF localization methods based on the exact spherical wavefront model are proposed, including the cumulant-based method and the covariance-based method, which utilizes the temporal-spatial domain cumulants and correlations of NF sources, respectively. The cumulant algorithm constructs virtual received data through delayed fourth-order cumulant calculations of the original received data, while the covariance algorithm involves delayed autocovariance and delayed cross-covariance calculations. Subsequently, spatial-spectrum based subspace method is applied to both cumulant-based and covariance-based 3-D NF localization, where the former requires a 3-D spectral search procedure and the latter involves a one-dimensional and a two-dimensional spatial spectrum estimator to obtain the 3-D parameters. Furthermore, the computational complexity, the maximum number of identifiable NF sources and performance analysis of two proposed algorithms are provided. Simulation results demonstrate that the two proposed algorithms can achieve underdetermined 3-D parameter estimation for NF sources without any matching processes procedure. While the covariance algorithm has lower computational complexity, the cumulant algorithm performs better in parameter estimation.

Original languageEnglish
Article number11195773
Pages (from-to)1-13
Number of pages13
JournalIEEE Transactions on Vehicular Technology
DOIs
Publication statusPublished - Oct 2025

Keywords

  • Near-field
  • nested array
  • spherical wavefront
  • temporal-spatial
  • underdetermined estimation

ASJC Scopus subject areas

  • Automotive Engineering
  • Aerospace Engineering
  • Computer Networks and Communications
  • Electrical and Electronic Engineering

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