2D Unitary ESPRIT Based Super-Resolution Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid Precoding

Millimeter-wave (mmWave) massive multiple-input multiple-output (MIMO) with hybrid precoding is a promising technique for the future 5G wireless communications. Due to a large number of antennas but a much smaller number of radio frequency chains, estimating the high-dimensional mmWave massive MIMO...

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Main Authors: Anwen Liao, Zhen Gao, Yongpeng Wu, Hua Wang, Mohamed-Slim Alouini
Format: Article
Language:English
Published: IEEE 2017-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8093607/
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spelling doaj-946f46fe92244b9ca2410c2616a148462021-03-29T19:58:10ZengIEEEIEEE Access2169-35362017-01-015247472475710.1109/ACCESS.2017.276857980936072D Unitary ESPRIT Based Super-Resolution Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid PrecodingAnwen Liao0Zhen Gao1https://orcid.org/0000-0002-2709-0216Yongpeng Wu2Hua Wang3Mohamed-Slim Alouini4Advanced Research Institute of Multidisciplinary Science and the School of Information and Electronics, Beijing Institute of Technology, Beijing, ChinaAdvanced Research Institute of Multidisciplinary Science and the School of Information and Electronics, Beijing Institute of Technology, Beijing, ChinaDepartment of Electronic Engineering, Shanghai Jiao Tong University, Shanghai, ChinaSchool of Information and Electronics, Research Institute of Telecommunication Technology, Beijing Institute of Technology, Beijing, ChinaElectrical Engineering Program, Division of Physical Sciences and Engineering, King Abdullah University of Science and Technology, Thuwal, Saudi ArabiaMillimeter-wave (mmWave) massive multiple-input multiple-output (MIMO) with hybrid precoding is a promising technique for the future 5G wireless communications. Due to a large number of antennas but a much smaller number of radio frequency chains, estimating the high-dimensional mmWave massive MIMO channel will bring the large pilot overhead. To overcome this challenge, this paper proposes a super-resolution channel estimation scheme based on 2-D unitary ESPRIT algorithm. By exploiting the angular sparsity of mmWave channels, the continuously distributed angle of arrivals/departures (AoAs/AoDs) can be jointly estimated with high accuracy. Specifically, by designing the uplink training signals at both base station and mobile station, we first use low pilot overhead to estimate a low-dimensional effective channel, which has the same shift-invariance of array response as the high-dimensional mmWave MIMO channel to be estimated. From the low-dimensional effective channel, the super-resolution estimates of AoAs and AoDs can be jointly obtained by exploiting the 2-D unitary ESPRIT channel estimation algorithm. Furthermore, the associated path gains can be acquired based on the least squares criterion. Finally, we can reconstruct the high-dimensional mmWave MIMO channel according to the obtained AoAs, AoDs, and path gains. Simulation results have confirmed that the proposed scheme is superior to conventional schemes with a much lower pilot overhead.https://ieeexplore.ieee.org/document/8093607/2D unitary ESPRITsuper-resolutionAoAs and AoDs estimationhybrid precodingmillimeter-wave (mmWave)massive MIMO
collection DOAJ
language English
format Article
sources DOAJ
author Anwen Liao
Zhen Gao
Yongpeng Wu
Hua Wang
Mohamed-Slim Alouini
spellingShingle Anwen Liao
Zhen Gao
Yongpeng Wu
Hua Wang
Mohamed-Slim Alouini
2D Unitary ESPRIT Based Super-Resolution Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid Precoding
IEEE Access
2D unitary ESPRIT
super-resolution
AoAs and AoDs estimation
hybrid precoding
millimeter-wave (mmWave)
massive MIMO
author_facet Anwen Liao
Zhen Gao
Yongpeng Wu
Hua Wang
Mohamed-Slim Alouini
author_sort Anwen Liao
title 2D Unitary ESPRIT Based Super-Resolution Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid Precoding
title_short 2D Unitary ESPRIT Based Super-Resolution Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid Precoding
title_full 2D Unitary ESPRIT Based Super-Resolution Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid Precoding
title_fullStr 2D Unitary ESPRIT Based Super-Resolution Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid Precoding
title_full_unstemmed 2D Unitary ESPRIT Based Super-Resolution Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid Precoding
title_sort 2d unitary esprit based super-resolution channel estimation for millimeter-wave massive mimo with hybrid precoding
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2017-01-01
description Millimeter-wave (mmWave) massive multiple-input multiple-output (MIMO) with hybrid precoding is a promising technique for the future 5G wireless communications. Due to a large number of antennas but a much smaller number of radio frequency chains, estimating the high-dimensional mmWave massive MIMO channel will bring the large pilot overhead. To overcome this challenge, this paper proposes a super-resolution channel estimation scheme based on 2-D unitary ESPRIT algorithm. By exploiting the angular sparsity of mmWave channels, the continuously distributed angle of arrivals/departures (AoAs/AoDs) can be jointly estimated with high accuracy. Specifically, by designing the uplink training signals at both base station and mobile station, we first use low pilot overhead to estimate a low-dimensional effective channel, which has the same shift-invariance of array response as the high-dimensional mmWave MIMO channel to be estimated. From the low-dimensional effective channel, the super-resolution estimates of AoAs and AoDs can be jointly obtained by exploiting the 2-D unitary ESPRIT channel estimation algorithm. Furthermore, the associated path gains can be acquired based on the least squares criterion. Finally, we can reconstruct the high-dimensional mmWave MIMO channel according to the obtained AoAs, AoDs, and path gains. Simulation results have confirmed that the proposed scheme is superior to conventional schemes with a much lower pilot overhead.
topic 2D unitary ESPRIT
super-resolution
AoAs and AoDs estimation
hybrid precoding
millimeter-wave (mmWave)
massive MIMO
url https://ieeexplore.ieee.org/document/8093607/
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