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20 January 2025
 
  » arxiv » 2309.00313

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Message Passing Based Block Sparse Signal Recovery for DOA Estimation Using Large Arrays
Yiwen Mao ; Dawei Gao ; Qinghua Guo ; Ming Jin ;
Date 1 Sep 2023
AbstractThis work deals with directional of arrival (DOA) estimation with a large antenna array. We first develop a novel signal model with a sparse system transfer matrix using an inverse discrete Fourier transform (DFT) operation, which leads to the formulation of a structured block sparse signal recovery problem with a sparse sensing matrix. This enables the development of a low complexity message passing based Bayesian algorithm with a factor graph representation. Simulation results demonstrate the superior performance of the proposed method.
Source arXiv, 2309.00313
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