AoI-Delay Tradeoff in Mobile Edge Caching: A Mixed-Order Drift-Plus-Penalty Method

被引:0
|
作者
Li, Ran [1 ,3 ]
Huang, Chuan [1 ,2 ]
Qin, Xiaoqi [4 ]
Yang, Lei [5 ]
机构
[1] Chinese Univ Hong Kong, Future Network Intelligence Inst FNii, Shenzhen 518172, Peoples R China
[2] Chinese Univ Hong Kong, Sch Sci & Engn SSE, Shenzhen 518172, Peoples R China
[3] Chinese Univ Hong Kong, Dept Informat Engn, Hong Kong, Peoples R China
[4] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
[5] Univ Nevada, Dept Comp Sci & Engn, Reno, NV 89557 USA
关键词
Mobile edge caching (MEC); age of information (AoI); Lyapunov drift; mixed-order drift-plus-penalty;
D O I
10.1109/ICC51166.2024.10622559
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile edge caching (MEC) is a promising technique to improve the quality of service (QoS) for mobile users (MU) by bringing data to the network edge. However, optimizing the crucial QoS aspects of message freshness and service promptness, measured by age of information (AoI) and service delay, respectively, entails a tradeoff due to their competition for shared edge resources. This paper investigates this tradeoff by formulating their weighted sum minimization as a sequential decision-making problem, incorporating high-dimensional, discrete-valued, and linearly constrained design variables. First, to assess the feasibility of the considered problem, we characterize the corresponding achievable region by deriving its superset with the rate stability theorem and its subset with a novel stochastic policy, and develop a sufficient condition for the existence of solutions. Next, to efficiently solve this problem, we propose a mixed-order drift-plus-penalty algorithm by jointly considering the linear and quadratic Lyapunov drift and then optimizing them with dynamic programming (DP). Finally, by leveraging the Lyapunov optimization technique, we demonstrate that the proposed algorithm achieves an O(1/V) versus O(V) tradeoff for the average AoI and average service delay.
引用
收藏
页码:1225 / 1230
页数:6
相关论文
共 1 条
  • [1] AoI-Delay Tradeoff in Mobile Edge Caching With Freshness-Aware Content Refreshing
    Zhang, Shan
    Wang, Liudi
    Luo, Hongbin
    Ma, Xiao
    Zhou, Sheng
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2021, 20 (08) : 5329 - 5342