Underdetermined DOA Estimation of Wideband Quasi-Stationary Signals via Tensor Completion

Kangning Li, Qing Shen, Wei Liu, Kejiang Wu, Wei Cui

Research output: Journal article publicationJournal articleAcademic researchpeer-review

Abstract

A direction of arrival (DOA) estimation method for wideband quasi-stationary signals (QSSs) via tensor completion is proposed in this paper. Second-order virtual arrays across all frequencies of interest are initially generated and extended into a unified uniform linear array (ULA). Subsequently, the auto-covariance and cross-covariance matrices of these virtual array models are computed and stacked to form an incomplete three-dimensional tensor. Following low-rank tensor completion, the completed tensor is combined together along the third dimension to obtain an equivalent covariance matrix for DOA estimation. This proposed method is gridless, avoiding off-grid mismatch errors while enhancing the estimation accuracy. It also boasts low computational complexity, with simulation and experiments validating its accuracy and efficiency.

Original languageEnglish
Article number11047227
Pages (from-to)1-8
JournalIEEE Transactions on Aerospace and Electronic Systems
DOIs
Publication statusPublished - Jun 2025

Keywords

  • Quasi-stationary signals
  • tensor completion
  • underdetermined
  • wideband DOA estimation

ASJC Scopus subject areas

  • Aerospace Engineering
  • Electrical and Electronic Engineering

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