A TTSVD-Enhanced Fast and Accurate Channel Estimation Method for Dual-Polarized Massive MIMO Systems

Xiao Gong, Wei Chen, Xuying Chen, Jie Chen, Bo Ai

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

2 Scopus citations

Abstract

This paper aims to perform fast and accurate downlink channel estimation for dual-polarized massive multiple-input multiple-output (MIMO) systems. Considering that both ends of the link are equipped with antenna arrays, the double directional channel matrix can be represented by a higherorder tensor. Based on the low-rankness of channel tensor due to the sparse scattering nature, we propose an ESPRIT-like channel estimation method enhanced by tensor train singular value decomposition (TTSVD). The proposed estimation method is characterized by (a) small estimation errors, which benefits from employing TTSVD to reduce noise in the channel tensor; and (b) fast computational speed, which exploits Vandermonde structure of signal subspace without multiple iterations. Simulated experiments in a 5G millimeter wave scenario show the superior estimation performance of the proposed method both on accuracy and speed. It is worth noting that the proposed method is at least 12 times faster than the state-of-The-Art.

Original languageEnglish
Title of host publicationProceedings of 2021 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665429184
DOIs
StatePublished - 17 Aug 2021
Event2021 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2021 - Xi�an, China
Duration: 17 Aug 202119 Aug 2021

Publication series

NameProceedings of 2021 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2021

Conference

Conference2021 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2021
Country/TerritoryChina
CityXi�an
Period17/08/2119/08/21

Keywords

  • channel estimation
  • Dual-polarized massive MIMO
  • tensor

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