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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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/ |
work_keys_str_mv |
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1724195537614274560 |