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

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

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-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
JournalIEEE Transactions on Aerospace and Electronic Systems
DOIs
Publication statusAccepted/In press - 2025
Externally publishedYes

Keywords

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

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