A Cost-Efficient Joint Optimization Approach for Downlink Multiuser Scheduling and Precoding

IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS
Hongrui Lei;Zhenyao He;Jiacheng Yao;Jindan Xu;Ritao Cheng;Wei Xu
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引用次数: 0

Abstract

Joint design of multiuser scheduling and precoding is crucial in downlink multiple-input multiple-output (MIMO) transmissions, which generally involves mixed-integer programming with tightly coupled variables, making it difficult to solve. Existing methods tackle this challenging problem either by employing convex optimization techniques with high complexity, or by decoupling the problem into two subproblems: heuristic scheduling followed by separate precoding design, which often results in noticeable performance loss. In this letter, we propose a novel low-cost joint design approach for scheduling and precoding, which, compared to existing methods, can achieve superior performance while maintaining low computational complexity. Specifically, we formulate an approximate throughput maximization joint optimization problem leveraging signal-to-leakage-and-noise ratio (SLNR). This formulation facilitates the joint design by allowing us to directly determine the optimal precoding in closed forms and equivalently transform the joint design into a reformulation that relies solely on multiuser scheduling. We then propose a low-complexity iterative algorithm where closed-form solutions are derived in each iteration.
一种低成本的下行多用户调度和预编码联合优化方法
多用户调度和预编码的联合设计是下行多输入多输出(MIMO)传输中的关键问题,该问题通常涉及紧耦合变量的混合整数规划,求解难度较大。现有方法解决这个具有挑战性的问题,要么采用高复杂性的凸优化技术,要么将问题解耦为两个子问题:启发式调度和单独的预编码设计,这通常会导致明显的性能损失。在这封信中,我们提出了一种新的低成本的调度和预编码联合设计方法,与现有方法相比,该方法可以在保持低计算复杂度的同时获得更好的性能。具体而言,我们利用信噪比(SLNR)制定了近似吞吐量最大化联合优化问题。该公式允许我们直接确定封闭形式的最优预编码,从而简化了联合设计,并将联合设计等效地转化为仅依赖于多用户调度的重新公式。然后,我们提出了一种低复杂度的迭代算法,其中每次迭代都推导出封闭形式的解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Communications Letters
IEEE Communications Letters 工程技术-电信学
CiteScore
8.10
自引率
7.30%
发文量
590
审稿时长
2.8 months
期刊介绍: The IEEE Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of communication over different media and channels including wire, underground, waveguide, optical fiber, and storage channels. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of communication systems.
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