分析具有时变信道的多接入网络中的信息年龄:流体极限方法

IF 2.9 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Journal of Communications and Networks Pub Date : 2024-02-01 DOI:10.23919/JCN.2024.000003
Feng Yuan;Zeyu Hu;Zhiyuan Jiang
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引用次数: 0

摘要

在本文中,我们采用流体极限方法来分析用户共享信道且传输不可靠的无线多接入网络中的信息年龄(AoI)。我们证明了 AoI 占用度量向流体极限的收敛,流体极限由偏微分方程 (PDE) 表示。此外,我们还证明了向偏微分方程平衡点的全局收敛性,即静态 AoI 分布。在此框架内,我们首先考虑了 i.i.d. 信道条件和用户随意生成状态的情况。我们证明了之前文献中建立的 AoI 下限是渐进准确的,而且基于阈值的直接接入策略也是渐进最优的。接下来,我们考虑信道状态时变的情况,即 Gilbert-Elliott 信道模型。我们假定由于信道探测信号的存在,部分信道状态信息(CSI)是可用的。理论分析表明,只需要部分 CSI 就能达到最佳性能。此外,我们还从数值上评估了提议的策略和现有惠特尔指数策略在时变信道下的性能。仿真结果表明,由于惠特尔指数策略无法适应时变信道,因此建议的策略优于惠特尔指数策略。
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Analyzing age of information in multiaccess networks with time-varying channels: A fluid limits approach
In this paper, we adopt the fluid limits approach to analyze the age of information (AoI) in a wireless multi-access network where users share the channel and transmissions are unreliable. We prove the convergence of the AoI occupancy measure to the fluid limit, represented by a partial differential equation (PDE). Furthermore, we demonstrate the global convergence to the equilibrium of the PDE, i.e., the stationary AoI distribution. Within this framework, we first consider the case of i.i.d. channel conditions and generate-at-will statuses for users. We demonstrate that a previously established AoI lower bound in the literature is asymptotically accurate, and a straightforward threshold-based access policy can be asymptotically optimal. Next, we consider the case where the channel states are time-varying, i.e., the Gilbert-Elliott channel model. We assume partial channel state information (CSI) is available due to channel probing singals. Theoretical analysis reveals that only a fraction of CSI is required to approach the optimal performance. Additionally, we numerically evaluate the performance of the proposed policy and the existing Whittle's index policy under time-varying channels. Simulation results demonstrate that the proposed policy outperforms the Whittle's index policy since the latter cannot adapt to time-varying channels.
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来源期刊
CiteScore
6.60
自引率
5.60%
发文量
66
审稿时长
14.4 months
期刊介绍: The JOURNAL OF COMMUNICATIONS AND NETWORKS is published six times per year, and is committed to publishing high-quality papers that advance the state-of-the-art and practical applications of communications and information networks. Theoretical research contributions presenting new techniques, concepts, or analyses, applied contributions reporting on experiences and experiments, and tutorial expositions of permanent reference value are welcome. The subjects covered by this journal include all topics in communication theory and techniques, communication systems, and information networks. COMMUNICATION THEORY AND SYSTEMS WIRELESS COMMUNICATIONS NETWORKS AND SERVICES.
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