Asymptotic Achievable Rate and Scheduling Gain in RIS-Aided Massive MIMO Systems

被引:1
作者
Kim, Cheonyong [1 ]
Saad, Walid [2 ,3 ]
Kim, Taehyoung [4 ]
Jung, Minchae [1 ]
机构
[1] Sejong Univ, Dept Elect Informat & Commun Engn, Seoul 05006, South Korea
[2] Virginia Tech, Dept Elect & Comp Engn, Arlington, VA 22203 USA
[3] Lebanese Amer Univ, Artificial Intelligence & Cyber Syst Res Ctr, Beirut 1102, Lebanon
[4] Kookmin Univ, Sch Elect Engn, Seoul 02707, South Korea
基金
美国国家科学基金会; 新加坡国家研究基金会;
关键词
Massive MIMO; Probability; Power system reliability; Wireless communication; Reconfigurable intelligent surfaces; Array signal processing; Vectors; Achievable sum rate; channel hardening effect; multiuser diversity; outage probability; RIS; user scheduling algorithm; COMPLEX WISHART; WIRELESS;
D O I
10.1109/TMC.2024.3371534
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Reconfigurable intelligent surface (RIS) is a promising solution to support a large volume of data traffic and massive connectivity for future wireless mobile networks. Especially, RIS can mitigate the drawbacks in massive multiple-input multiple-output (MIMO) systems, such as the blockage caused by obstacles and the signal processing overhead by constructively and passively reflecting the incident wave toward the destination. In this paper, we provide an asymptotic analysis of the distribution of sum rate (SR) in RIS-aided massive MIMO systems. Using the asymptotic distribution of SR, the achievable scheduling gain and the optimal number of users are determined. In addition, we examined the channel hardening effect and outage probability through the achievable scheduling gain, and the optimal number of users is utilized to develop a low-complexity scheduling algorithm. Simulation results reveal that the SR obtained from our analysis closely aligns with the actual SR. The results also show that the channel hardening effect can vanish with many users thereby achieving the multiuser diversity gain, and an RIS-aided system is more reliable than a conventional massive MIMO system in terms of the outage probability. Furthermore, the proposed scheduling algorithm is shown to reduce computational complexity compared to the conventional scheduling algorithm.
引用
收藏
页码:9898 / 9912
页数:15
相关论文
共 52 条
[1]   RIS-Aided Cell-Free Massive MIMO: Performance Analysis and Competitiveness [J].
Al-Nahhas, Bayan ;
Obeed, Mohannad ;
Chaaban, Anas ;
Hossain, Md Jahangir .
2021 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (ICC WORKSHOPS), 2021,
[2]   Wireless Communications Through Reconfigurable Intelligent Surfaces [J].
Basar, Ertugrul ;
Di Renzo, Marco ;
De Rosny, Julien ;
Debbah, Merouane ;
Alouini, Mohamed-Slim ;
Zhang, Rui .
IEEE ACCESS, 2019, 7 :116753-116773
[3]   Risk-Based Optimization of Virtual Reality over Terahertz Reconfigurable Intelligent Surfaces [J].
Chaccour, Christina ;
Soorki, Mehdi Naderi ;
Saad, Walid ;
Bennis, Mehdi ;
Popovski, Petar .
ICC 2020 - 2020 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2020,
[4]  
Chaccour C, 2022, Arxiv, DOI arXiv:2211.14343
[5]   Coding metamaterials, digital metamaterials and programmable metamaterials [J].
Cui, Tie Jun ;
Qi, Mei Qing ;
Wan, Xiang ;
Zhao, Jie ;
Cheng, Qiang .
LIGHT-SCIENCE & APPLICATIONS, 2014, 3 :e218-e218
[6]   Is Channel Estimation Necessary to Select Phase-Shifts for RIS-Assisted Massive MIMO? [J].
Demir, Ozlem Tugfe ;
Bjornson, Emil .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2022, 21 (11) :9537-9552
[7]   ScatterMIMO: Enabling Virtual MIMO with Smart Surfaces [J].
Dunna, Manideep ;
Zhang, Chi ;
Sievenpiper, Daniel ;
Bharadia, Dinesh .
MOBICOM '20: PROCEEDINGS OF THE 26TH ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING (MOBICOM 2020), 2020, :123-136
[8]  
Durrett, 2010, PROBABILITY THEORY E, DOI 10.1017/CBO9780511779398
[9]   Spatio-Temporal Waveform Design for Multiuser Massive MIMO Downlink With 1-bit Receivers [J].
Gokceoglu, Ahmet ;
Bjoernson, Emil ;
Larsson, Erik G. ;
Valkama, Mikko .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2017, 11 (02) :347-362
[10]  
Graczyk P, 2003, ANN STAT, V31, P287