Low-Resolution ADCs for Two-Hop Massive MIMO Relay System under Rician Channels

This paper works on building an effective massive multi-input multi-output (MIMO) relay system by increasing the achievable sum rate and energy efficiency. First, we design a two-hop massive MIMO relay system instead of a one-hop system to shorten the distance and create a Line-of-Sight (LOS) path b...

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Main Authors: Shujuan Yu, Xinyi Liu, Jian Cao, Yun Zhang
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/23/8/1074
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spelling doaj-35b8968950ef43bc97d77550bc2dea802021-08-26T13:44:22ZengMDPI AGEntropy1099-43002021-08-01231074107410.3390/e23081074Low-Resolution ADCs for Two-Hop Massive MIMO Relay System under Rician ChannelsShujuan Yu0Xinyi Liu1Jian Cao2Yun Zhang3College of Electronic and Optical Engineering & College of Microelectronics, Nanjing University of Posts and Telecommunications, Nanjing 210023, ChinaInstitute of Data Science, The Fu Foundation School of Engineering and Applied Science, Columbia University, New York, NY 10027, USACollege of Electronic and Optical Engineering & College of Microelectronics, Nanjing University of Posts and Telecommunications, Nanjing 210023, ChinaCollege of Electronic and Optical Engineering & College of Microelectronics, Nanjing University of Posts and Telecommunications, Nanjing 210023, ChinaThis paper works on building an effective massive multi-input multi-output (MIMO) relay system by increasing the achievable sum rate and energy efficiency. First, we design a two-hop massive MIMO relay system instead of a one-hop system to shorten the distance and create a Line-of-Sight (LOS) path between relays. Second, we apply Rician channels between relays in this system. Third, we apply low-resolution Analog-to-Digital Converters (ADCs) at both relays to quantize signals, and apply Amplify-and-Forward (AF) and Maximum Ratio Combining (MRC) to the processed signal at relay <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msub><mi>R</mi><mn>1</mn></msub></semantics></math></inline-formula> and relay <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msub><mi>R</mi><mn>2</mn></msub></semantics></math></inline-formula> correspondingly. Fourth, we use higher-order statistics to derive the closed-form expression of the achievable sum rate. Fifth, we derive the power scaling law and achieve the asymptotic expressions under different power scales. Last, we validate the correctness of theoretical analysis with numerical simulation results and show the superiority of the two-hop relay system over the one-hop relay system. From both closed-form expressions and simulation results, we discover that the two-hop system has a higher achievable sum rate than the one-hop system. Besides, the energy efficiency in the two-hop system is higher than the one-hop system. Moreover, in the two-hop system, when quantization bits <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>q</mi><mo> </mo><mo>=</mo><mo> </mo><mn>4</mn></mrow></semantics></math></inline-formula>, the achievable sum rate converges. Therefore, deploying low-resolution ADCs can improve the energy efficiency and achieve a fairly considerable achievable sum rate.https://www.mdpi.com/1099-4300/23/8/1074MIMO relay systemRician channellow-resolution ADCsachievable sum rate
collection DOAJ
language English
format Article
sources DOAJ
author Shujuan Yu
Xinyi Liu
Jian Cao
Yun Zhang
spellingShingle Shujuan Yu
Xinyi Liu
Jian Cao
Yun Zhang
Low-Resolution ADCs for Two-Hop Massive MIMO Relay System under Rician Channels
Entropy
MIMO relay system
Rician channel
low-resolution ADCs
achievable sum rate
author_facet Shujuan Yu
Xinyi Liu
Jian Cao
Yun Zhang
author_sort Shujuan Yu
title Low-Resolution ADCs for Two-Hop Massive MIMO Relay System under Rician Channels
title_short Low-Resolution ADCs for Two-Hop Massive MIMO Relay System under Rician Channels
title_full Low-Resolution ADCs for Two-Hop Massive MIMO Relay System under Rician Channels
title_fullStr Low-Resolution ADCs for Two-Hop Massive MIMO Relay System under Rician Channels
title_full_unstemmed Low-Resolution ADCs for Two-Hop Massive MIMO Relay System under Rician Channels
title_sort low-resolution adcs for two-hop massive mimo relay system under rician channels
publisher MDPI AG
series Entropy
issn 1099-4300
publishDate 2021-08-01
description This paper works on building an effective massive multi-input multi-output (MIMO) relay system by increasing the achievable sum rate and energy efficiency. First, we design a two-hop massive MIMO relay system instead of a one-hop system to shorten the distance and create a Line-of-Sight (LOS) path between relays. Second, we apply Rician channels between relays in this system. Third, we apply low-resolution Analog-to-Digital Converters (ADCs) at both relays to quantize signals, and apply Amplify-and-Forward (AF) and Maximum Ratio Combining (MRC) to the processed signal at relay <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msub><mi>R</mi><mn>1</mn></msub></semantics></math></inline-formula> and relay <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msub><mi>R</mi><mn>2</mn></msub></semantics></math></inline-formula> correspondingly. Fourth, we use higher-order statistics to derive the closed-form expression of the achievable sum rate. Fifth, we derive the power scaling law and achieve the asymptotic expressions under different power scales. Last, we validate the correctness of theoretical analysis with numerical simulation results and show the superiority of the two-hop relay system over the one-hop relay system. From both closed-form expressions and simulation results, we discover that the two-hop system has a higher achievable sum rate than the one-hop system. Besides, the energy efficiency in the two-hop system is higher than the one-hop system. Moreover, in the two-hop system, when quantization bits <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>q</mi><mo> </mo><mo>=</mo><mo> </mo><mn>4</mn></mrow></semantics></math></inline-formula>, the achievable sum rate converges. Therefore, deploying low-resolution ADCs can improve the energy efficiency and achieve a fairly considerable achievable sum rate.
topic MIMO relay system
Rician channel
low-resolution ADCs
achievable sum rate
url https://www.mdpi.com/1099-4300/23/8/1074
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AT xinyiliu lowresolutionadcsfortwohopmassivemimorelaysystemunderricianchannels
AT jiancao lowresolutionadcsfortwohopmassivemimorelaysystemunderricianchannels
AT yunzhang lowresolutionadcsfortwohopmassivemimorelaysystemunderricianchannels
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