TENSOR-BASED ORTHOGONAL MATCHING PURSUIT WITH PHASE ROTATION FOR CHANNEL ESTIMATION IN HYBRID BEAMFORMING MIMO-OFDM SYSTEMS

Cheng Hung Lo, Pei Yun Tsai

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Scopus citations

Abstract

Tensor decomposition is often employed for channel estimation in hybrid beamforming MIMO-OFDM systems because of multiple dimensions and channel sparsity. We propose to incorporate phase rotation in factor matrices of tensor-based orthogonal matching pursuit (T-OMP) algorithm to solve the energy leakage problem caused by the grid constraint. The phase rotation can be applied in all the dimensions of virtual channel tensor including angle of arrival (AoA), angle of departure (AoD), and delay for grid refinement. Consequently, fewer iterations are required to estimate the sparse coefficients in the core tensor. In addition, the tensor fusion technique is also proposed to further improve the performance. With the grid refinement, the number of required coefficients in the core tensor is reduced and close to the number of paths. Hence, compared to the conventional T-OMP algorithms, less computation complexity is needed while better performance can be achieved.

Original languageEnglish
Title of host publication2022 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2022 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages6057-6061
Number of pages5
ISBN (Electronic)9781665405409
DOIs
StatePublished - 2022
Event47th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2022 - Virtual, Online, Singapore
Duration: 23 May 202227 May 2022

Publication series

NameICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume2022-May
ISSN (Print)1520-6149

Conference

Conference47th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2022
Country/TerritorySingapore
CityVirtual, Online
Period23/05/2227/05/22

Keywords

  • channel estimation
  • hybrid beamforming
  • MIMO-OFDM
  • orthogonal matching pursuit (OMP)
  • tensor

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