A Rate-Splitting Strategy for STAR-RIS-Aided Massive MIMO Systems With Joint Optimization

IF 4 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Systems Journal Pub Date : 2024-03-16 DOI:10.1109/JSYST.2024.3398249
Hanxiao Ge;Anastasios Papazafeiropoulos;Navneet Garg;Tharmalingam Ratnarajah
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Abstract

This work proposes a rate-splitting (RS) strategy for simultaneously transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) aided massive multiple-input multiple-output (mMIMO) systems to reduce the interference among multiple users and enhance the spectral efficiency (SE) while improving the coverage degraded by blockages. Specifically, we use the RS to design the precoder for the common part by solving the asymptotic problem. Also, unlike traditional RIS-aided systems, receivers can be positioned on either side of the RIS panel in the proposed system. We derive the sum-rate based on statistical channel state information (CSI) to reduce the signal overhead. Next, we optimize the rate through a projected gradient ascent method algorithm simultaneously with respect to the amplitudes and phase shifts of the STAR-RIS. Simulations show the advantages of the RS strategy compared with the broadcasting strategy in improving the sum-rate. We further evaluate the efficiency of the STAR-RIS system against the traditional RIS-aided system. In our analysis, we employ energy splitting and mode switching protocols to fine-tune the transmission and reflection coefficients of the outgoing and incoming signals.
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联合优化 STAR-RIS 辅助大规模多输入多输出系统的速率分配策略
本研究为同时发射和反射可重构智能表面(STAR-RIS)辅助的大规模多输入多输出(mMIMO)系统提出了一种速率分割(RS)策略,以减少多用户之间的干扰,提高频谱效率(SE),同时改善因阻塞而降低的覆盖率。具体来说,我们利用 RS,通过解决渐近问题来设计公共部分的前置编码器。此外,与传统的 RIS 辅助系统不同,在提议的系统中,接收器可以安装在 RIS 面板的两侧。我们根据统计信道状态信息(CSI)推导出总和速率,以减少信号开销。接下来,我们通过投影梯度上升法算法,同时根据 STAR-RIS 的振幅和相移来优化速率。模拟结果表明,与广播策略相比,RS 策略在提高总和速率方面更具优势。我们进一步评估了 STAR-RIS 系统与传统 RIS 辅助系统的效率。在分析中,我们采用了能量分割和模式切换协议来微调传出和传入信号的传输和反射系数。
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来源期刊
IEEE Systems Journal
IEEE Systems Journal 工程技术-电信学
CiteScore
9.80
自引率
6.80%
发文量
572
审稿时长
4.9 months
期刊介绍: This publication provides a systems-level, focused forum for application-oriented manuscripts that address complex systems and system-of-systems of national and global significance. It intends to encourage and facilitate cooperation and interaction among IEEE Societies with systems-level and systems engineering interest, and to attract non-IEEE contributors and readers from around the globe. Our IEEE Systems Council job is to address issues in new ways that are not solvable in the domains of the existing IEEE or other societies or global organizations. These problems do not fit within traditional hierarchical boundaries. For example, disaster response such as that triggered by Hurricane Katrina, tsunamis, or current volcanic eruptions is not solvable by pure engineering solutions. We need to think about changing and enlarging the paradigm to include systems issues.
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