Upper and Lower Bound Sum Rate Approximation for RIS Aided MIMO Interference Network

IF 8.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Communications Pub Date : 2024-10-17 DOI:10.1109/TCOMM.2024.3483035
Kaimin Wang;Cong Sun
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Abstract

Reconfigurable intelligent surface (RIS) has emerged as a prospective technology, capable of shaping radio wave propagation and enhancing performance gains. The RIS aided multiple input multiple output interference channel is considered. We aim to maximize the sum rate by jointly optimizing the precoding matrices and RIS parameters, subject to the transmit power constraints. Both upper and lower bound sum rate approximation schemes are designed for this nonconvex problem. First, for the upper bound approximation, the minimax problem is formulated through the approximated Lagrangian function, where the precoding matrices are determined by the RIS matrix and the Lagrange multiplier, and are eliminated in the problem. A single loop primal dual algorithm is proposed. In each iteration, the RIS parameter and the Lagrange multiplier are updated by one projected gradient step and quadratic interpolation, respectively. Its complexity only grows linearly in the number of RIS elements. In addition, the total signal to total interference plus noise ratio is introduced for the sum rate lower bound approximation. The fractional objective function is reformulated via the Dinkelbach’s technique, and the variables are updated with closed form through alternating optimization and projected gradient method. The proposed two approximation schemes and methods are also extended to the general multi-RIS multi-cell network with multiple users. Simulations show that the upper bound approach performs well with only 10% computational time of the compared methods, and shows high efficiency in one-iteration test; the lower bound approach achieves almost the highest sum rate using little computational cost.
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RIS 辅助多输入多输出干扰网络的上下限总和率近似值
可重构智能表面(RIS)已成为一项有前景的技术,能够塑造无线电波传播并提高性能增益。研究了RIS辅助下的多输入多输出干扰通道。我们的目标是在不受发射功率限制的情况下,通过联合优化预编码矩阵和RIS参数来最大化和速率。针对该非凸问题设计了上界和下界和速率近似格式。首先,对于上界近似,通过近似拉格朗日函数表示极大极小问题,其中预编码矩阵由RIS矩阵和拉格朗日乘子确定,并在问题中消除。提出了一种单环原对偶算法。在每次迭代中,RIS参数和拉格朗日乘子分别通过一个投影梯度步长和二次插值更新。它的复杂性只随RIS元素的数量线性增长。此外,还引入了总信号与总干扰加噪声之比,用于和速率下界近似。通过Dinkelbach技术对分数目标函数进行重新表述,并通过交替优化和投影梯度法将变量更新为封闭形式。所提出的两种逼近方案和方法也可推广到一般的多ris多小区多用户网络。仿真结果表明,上界方法的计算时间仅为所比较方法的10%,且在一次迭代测试中显示出较高的效率;下界方法以很少的计算成本获得几乎最高的和速率。
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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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