Distributed MAC for RIS-Assisted Multiuser Networks: CSMA/CA Protocol Design and Statistical Optimization

IF 7.7 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Zhou Zhang;Saman Atapattu;Yizhu Wang;Marco Di Renzo
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引用次数: 0

Abstract

This research focuses on the challenges of distributed Medium Access Control (MAC) protocols involving Reconfigurable Intelligent Surfaces (RISs), which are still in early development. The study explores optimal channel access for multiple source-destination pairs in distributed networks with the assistance of multiple RISs. Three key issues are addressed: joint scheme for channel contention, RISs’ channel state information (CSI) acquisition, and RIS-assisted channel access; tradeoff between overhead and effective data transmission; and low-complexity distributed network operation. To achieve maximum network throughput, the paper proposes an optimal distributed Carrier Sense Multiple Access with Collision Avoidance (CSMA/CA) strategy with opportunistic RIS assistance based on statistical optimization. The proposed MAC strategy's optimality in terms of average network throughput is rigorously derived. Closed-form expressions for threshold functions of rewards for making decisions are derived, and an easy-to-implement distributed channel access algorithm is provided with online complexity $\mathcal {O}(2^{L})$, where $L$ denotes the number of distributed RISs. The proposed MAC strategy is then refined, and a low-complexity distributed algorithm is developed with complexity $\mathcal {O}(L)$. Numerical simulations verify the theoretical results, demonstrating the efficiency of the proposed strategy. This work introduces innovative solutions and analytical frameworks for the distributed MAC problem with RIS assistance, significantly advancing existing research.
ris辅助多用户网络的分布式MAC: CSMA/CA协议设计和统计优化
本研究的重点是分布式介质访问控制(MAC)协议的挑战,涉及可重构智能表面(RISs),该协议仍处于早期发展阶段。本研究探讨了在多个RISs的协助下,分布式网络中多个源-目的对的最优信道访问。解决了三个关键问题:信道争用的联合方案、RISs的信道状态信息(CSI)获取和RISs辅助信道访问;在开销和有效数据传输之间进行权衡;以及低复杂度的分布式网络运行。为了实现最大的网络吞吐量,本文提出了一种基于统计优化的基于机会RIS辅助的分布式载波感知多址避碰(CSMA/CA)策略。根据平均网络吞吐量严格推导了所提出的MAC策略的最优性。推导了决策奖励阈值函数的封闭表达式,给出了一种易于实现的分布式通道访问算法,其在线复杂度为$\mathcal {O}(2^{L})$,其中$L$表示分布式RISs的个数。然后对所提出的MAC策略进行细化,开发了复杂度为$\mathcal {O}(L)$的低复杂度分布式算法。数值仿真验证了理论结果,证明了所提策略的有效性。这项工作在RIS的帮助下为分布式MAC问题引入了创新的解决方案和分析框架,显著推进了现有的研究。
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来源期刊
IEEE Transactions on Mobile Computing
IEEE Transactions on Mobile Computing 工程技术-电信学
CiteScore
12.90
自引率
2.50%
发文量
403
审稿时长
6.6 months
期刊介绍: IEEE Transactions on Mobile Computing addresses key technical issues related to various aspects of mobile computing. This includes (a) architectures, (b) support services, (c) algorithm/protocol design and analysis, (d) mobile environments, (e) mobile communication systems, (f) applications, and (g) emerging technologies. Topics of interest span a wide range, covering aspects like mobile networks and hosts, mobility management, multimedia, operating system support, power management, online and mobile environments, security, scalability, reliability, and emerging technologies such as wearable computers, body area networks, and wireless sensor networks. The journal serves as a comprehensive platform for advancements in mobile computing research.
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