Product manifold optimization-based joint beamforming for RIS-aided MIMO systems: A fairness based approach

IF 4.1 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS ICT Express Pub Date : 2024-10-01 DOI:10.1016/j.icte.2024.04.013
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Abstract

Reconfigurable intelligent Surface (RIS) can effectively improve the communication quality and extend the signal coverage range by reconfiguring the wireless communication transmission environment, which is very suitable for millimeter wave (mmWave) multiple-input multiple-output (MIMO) systems. In this paper, a product manifold optimization-based beamforming design (PMO-BD) algorithm for a RIS-assisted multi-user MIMO system is proposed to enhance fairness among users. We establish a lower bound for the minimum signal-to-interference-plus-noise ratio (SINR) among users as the optimization objective, which is subjected to multiple constraints. By maximizing the lower bound to ensure the quality of service (QoS) for each user, fairness among users get improved. The PMO-BD algorithm exploits the internal structure of the product manifold to deal with the high dimension and nonlinear characteristics of the problem effectively, thereby reducing algorithm complexity and enhancing convergence rates. Simulation results verify the advantages of the proposed PMO-BD algorithm in comparison to other algorithms.
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基于产品流形优化的 RIS 辅助多输入多输出系统联合波束成形:基于公平的方法
可重构智能表面(RIS)通过重新配置无线通信传输环境,能有效提高通信质量,扩大信号覆盖范围,非常适合毫米波多输入多输出(MIMO)系统。本文提出了一种基于乘积流形优化的波束成形设计(PMO-BD)算法,用于 RIS 辅助的多用户 MIMO 系统,以增强用户间的公平性。我们建立了用户间最小信号干扰加噪声比(SINR)的下限作为优化目标,该目标受到多重约束。通过最大化下限来确保每个用户的服务质量(QoS),从而改善用户间的公平性。PMO-BD 算法利用了产品流形的内部结构,有效地处理了问题的高维度和非线性特征,从而降低了算法复杂度,提高了收敛速度。仿真结果验证了所提出的 PMO-BD 算法与其他算法相比的优势。
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来源期刊
ICT Express
ICT Express Multiple-
CiteScore
10.20
自引率
1.90%
发文量
167
审稿时长
35 weeks
期刊介绍: The ICT Express journal published by the Korean Institute of Communications and Information Sciences (KICS) is an international, peer-reviewed research publication covering all aspects of information and communication technology. The journal aims to publish research that helps advance the theoretical and practical understanding of ICT convergence, platform technologies, communication networks, and device technologies. The technology advancement in information and communication technology (ICT) sector enables portable devices to be always connected while supporting high data rate, resulting in the recent popularity of smartphones that have a considerable impact in economic and social development.
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