Analyzing Age of Information in Multiaccess Networks with Time-Varying Channels: A Fluid Limits Approach

被引:0
|
作者
Yuan, Feng [1 ]
Hu, Zeyu [1 ]
Jiang, Zhiyuan [1 ]
机构
[1] Shanghai Univ, Sch Commun & Informat Engn, Shanghai 200444, Peoples R China
基金
中国国家自然科学基金;
关键词
Age of information; fluid limits; time-varying channels; wireless multiaccess networks;
D O I
10.23919/JCN.2024.000003
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:49 / 64
页数:16
相关论文
共 50 条
  • [1] Minimizing Age of Information in Downlink Wireless Networks With Time-Varying Channels and Peak Power Constraint
    Chen, Guozhi
    Chen, Yuchao
    Wang, Jintao
    Song, Jian
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 72 (07) : 9058 - 9068
  • [2] A Fluid Limit Approach to Age of Information Optimization in Multiaccess Networks With Transmission Frequency Constraints
    Wang, Si
    Hu, Zeyu
    Jiang, Zhiyuan
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2024, 72 (10) : 6386 - 6400
  • [3] Space-time channel estimation and soft detection in time-varying multiaccess channels
    Míguez, J
    Castedo, L
    SIGNAL PROCESSING, 2003, 83 (02) : 389 - 411
  • [4] Scheduling in Networks With Time-Varying Channels and Reconfiguration Delay
    Celik, Guener D.
    Modiano, Eytan
    IEEE-ACM TRANSACTIONS ON NETWORKING, 2015, 23 (01) : 99 - 113
  • [5] Scheduling in Networks with Time-Varying Channels and Reconfiguration Delay
    Celik, Guener D.
    Modiano, Eytan
    2012 PROCEEDINGS IEEE INFOCOM, 2012, : 990 - 998
  • [6] Capacity of time-varying channels with causal channel side information
    Goldsmith, Andrea J.
    Medard, Muriel
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2007, 53 (03) : 881 - 899
  • [7] Scheduling to Minimize Age of Information in Multi-State Time-Varying Networks with Power Constraints
    Tang, Haoyue
    Wang, Jintao
    Song, Linqi
    Song, Jian
    2019 57TH ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING (ALLERTON), 2019, : 1198 - 1205
  • [8] Scaling and comparison of fluid limits of queues applied to call centers with time-varying parameters
    Tania Jiménez
    Ger Koole
    OR Spectrum, 2004, 26 : 413 - 422
  • [9] Scaling and comparison of fluid limits of queues applied to call centers with time-varying parameters
    Jiménez, T
    Koole, G
    OR SPECTRUM, 2004, 26 (03) : 413 - 422
  • [10] On a Class of Time-Varying Gaussian ISI Channels
    Moshksar, Kamyar
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2024, 70 (02) : 1147 - 1166