Spectral and Energy Efficiency of Hybrid Precoding for mmWave Massive MIMO With Low-Resolution ADCs/DACs

In this paper, we investigate the spectral efficiency (SE) and energy efficiency (EE) of hybrid precoding in the point-to-point mmWave massive multiple-input multiple-output (MIMO) system with low-resolution analog-to-digital converters (ADCs) and digital-to-analog converters (DACs). First, consider...

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Main Authors: Qingfeng Ding, Yuqian Deng, Xinpeng Gao
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8932492/
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spelling doaj-67b10f6cb8cd4210a983c48f1be427ad2021-03-29T23:02:46ZengIEEEIEEE Access2169-35362019-01-01718652918653710.1109/ACCESS.2019.29596128932492Spectral and Energy Efficiency of Hybrid Precoding for mmWave Massive MIMO With Low-Resolution ADCs/DACsQingfeng Ding0https://orcid.org/0000-0001-9582-9724Yuqian Deng1https://orcid.org/0000-0001-5260-5480Xinpeng Gao2https://orcid.org/0000-0002-1036-1147School of Electrical and Automation Engineering, East China Jiaotong University, Nanchang, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Nanchang, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Nanchang, ChinaIn this paper, we investigate the spectral efficiency (SE) and energy efficiency (EE) of hybrid precoding in the point-to-point mmWave massive multiple-input multiple-output (MIMO) system with low-resolution analog-to-digital converters (ADCs) and digital-to-analog converters (DACs). First, considering the quantization noise of ADCs/DACs, an approximation expression for the SE is derived. Then, in order to solve the problem of non-convex hybrid precoding design, based on the derived analytical approximation expression, we propose a two-stage alternating minimization scheme to obtain the optimal hybrid precoder matrix. And the trade-offs between SE and EE with the full digital precoding and hybrid precoding are investigated. Numerical results verify that the system with the proposed scheme has nearly the same SE performance as with the full digital precoding. The fully connected hybrid precoding can be more energy-efficient compared to the full digital precoding, and the proposed hybrid precoding scheme can achieve the better trade-off between the SE and EE. Moreover, the increase in the resolution of ADCs/DACs can effectively improve the SE performance of the system, and 4-bits ADCs/DACs achieve the best EE performance for the hybrid precoding.https://ieeexplore.ieee.org/document/8932492/Massive MIMOmmWave communicationhybrid precodingspectral efficiencyenergy efficiencylow resolution ADCs/DACs
collection DOAJ
language English
format Article
sources DOAJ
author Qingfeng Ding
Yuqian Deng
Xinpeng Gao
spellingShingle Qingfeng Ding
Yuqian Deng
Xinpeng Gao
Spectral and Energy Efficiency of Hybrid Precoding for mmWave Massive MIMO With Low-Resolution ADCs/DACs
IEEE Access
Massive MIMO
mmWave communication
hybrid precoding
spectral efficiency
energy efficiency
low resolution ADCs/DACs
author_facet Qingfeng Ding
Yuqian Deng
Xinpeng Gao
author_sort Qingfeng Ding
title Spectral and Energy Efficiency of Hybrid Precoding for mmWave Massive MIMO With Low-Resolution ADCs/DACs
title_short Spectral and Energy Efficiency of Hybrid Precoding for mmWave Massive MIMO With Low-Resolution ADCs/DACs
title_full Spectral and Energy Efficiency of Hybrid Precoding for mmWave Massive MIMO With Low-Resolution ADCs/DACs
title_fullStr Spectral and Energy Efficiency of Hybrid Precoding for mmWave Massive MIMO With Low-Resolution ADCs/DACs
title_full_unstemmed Spectral and Energy Efficiency of Hybrid Precoding for mmWave Massive MIMO With Low-Resolution ADCs/DACs
title_sort spectral and energy efficiency of hybrid precoding for mmwave massive mimo with low-resolution adcs/dacs
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description In this paper, we investigate the spectral efficiency (SE) and energy efficiency (EE) of hybrid precoding in the point-to-point mmWave massive multiple-input multiple-output (MIMO) system with low-resolution analog-to-digital converters (ADCs) and digital-to-analog converters (DACs). First, considering the quantization noise of ADCs/DACs, an approximation expression for the SE is derived. Then, in order to solve the problem of non-convex hybrid precoding design, based on the derived analytical approximation expression, we propose a two-stage alternating minimization scheme to obtain the optimal hybrid precoder matrix. And the trade-offs between SE and EE with the full digital precoding and hybrid precoding are investigated. Numerical results verify that the system with the proposed scheme has nearly the same SE performance as with the full digital precoding. The fully connected hybrid precoding can be more energy-efficient compared to the full digital precoding, and the proposed hybrid precoding scheme can achieve the better trade-off between the SE and EE. Moreover, the increase in the resolution of ADCs/DACs can effectively improve the SE performance of the system, and 4-bits ADCs/DACs achieve the best EE performance for the hybrid precoding.
topic Massive MIMO
mmWave communication
hybrid precoding
spectral efficiency
energy efficiency
low resolution ADCs/DACs
url https://ieeexplore.ieee.org/document/8932492/
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AT yuqiandeng spectralandenergyefficiencyofhybridprecodingformmwavemassivemimowithlowresolutionadcsdacs
AT xinpenggao spectralandenergyefficiencyofhybridprecodingformmwavemassivemimowithlowresolutionadcsdacs
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