Analysis and Optimization of RIS-Assisted Cell-Free Massive MIMO NOMA Systems

IF 8.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Communications Pub Date : 2024-09-23 DOI:10.1109/TCOMM.2024.3464410
Malay Chakraborty;Ekant Sharma;Himal A. Suraweera;Hien Quoc Ngo
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Abstract

We consider a reconfigurable intelligent surface (RIS) assisted cell-free massive multiple-input multiple-output non-orthogonal multiple access (NOMA) system, where each access point (AP) serves all the users with the aid of the RIS. We practically model the system by considering imperfect instantaneous channel state information (CSI) and employing imperfect successive interference cancellation at the users’ end. We first obtain the channel estimates using linear minimum mean square error approach considering the spatial correlation at the RIS and then derive a closed-form downlink spectral efficiency (SE) expression using the statistical CSI. We next formulate a joint optimization problem to maximize the sum SE of the system. We first introduce a novel successive Quadratic Transform (successive-QT) algorithm to optimize the transmit power coefficients using the concept of block optimization along with quadratic transform and then use the particle swarm optimization technique to design the RIS phase shifts. Note that most of the existing works on RIS-aided cell-free systems are specific instances of the general scenario studied in this work. We numerically show that i) the RIS-assisted link is more advantageous at lower transmit power regions where the direct link between AP and user is weak, ii) NOMA outperforms orthogonal multiple access schemes in terms of SE, and iii) the proposed joint optimization framework significantly improves the sum SE of the system.
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RIS 辅助无小区大规模多输入多输出 NOMA 系统的分析与优化
研究了一种可重构智能曲面(RIS)辅助无小区大规模多输入多输出非正交多址(NOMA)系统,其中每个接入点(AP)借助于RIS为所有用户提供服务。我们通过考虑不完美的瞬时信道状态信息(CSI)和在用户端采用不完美的连续干扰抵消来实际地建模系统。我们首先使用考虑RIS空间相关性的线性最小均方误差方法获得信道估计,然后使用统计CSI推导出封闭形式的下行频谱效率(SE)表达式。接下来,我们提出了一个联合优化问题,以最大化系统的和SE。我们首先引入了一种新的连续二次变换(continuous - qt)算法,利用二次变换和块优化的概念来优化传输功率系数,然后利用粒子群优化技术来设计RIS相移。请注意,大多数关于ris辅助无细胞系统的现有工作都是本工作中研究的一般场景的具体实例。数值结果表明:1)在AP与用户之间的直接链路较弱的发射功率较低的区域,ris辅助链路更具优势;2)NOMA在SE方面优于正交多址方案;3)所提出的联合优化框架显著提高了系统的SE总和。
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来源期刊
IEEE Transactions on Communications
IEEE Transactions on Communications 工程技术-电信学
CiteScore
16.10
自引率
8.40%
发文量
528
审稿时长
4.1 months
期刊介绍: The IEEE Transactions on Communications is dedicated to publishing high-quality manuscripts that showcase advancements in the state-of-the-art of telecommunications. Our scope encompasses all aspects of telecommunications, including telephone, telegraphy, facsimile, and television, facilitated by electromagnetic propagation methods such as radio, wire, aerial, underground, coaxial, and submarine cables, as well as waveguides, communication satellites, and lasers. We cover telecommunications in various settings, including marine, aeronautical, space, and fixed station services, addressing topics such as repeaters, radio relaying, signal storage, regeneration, error detection and correction, multiplexing, carrier techniques, communication switching systems, data communications, and communication theory. Join us in advancing the field of telecommunications through groundbreaking research and innovation.
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