Analysis on Peak Age of Status Updates in Task-Oriented Machine- Type Communications

被引:0
|
作者
Li, Yanlin [1 ]
Qin, Xiaoqi [1 ]
Dai, Jincheng [1 ]
Song, Xianxin [2 ]
Ma, Nan [1 ]
Zhang, Ping [1 ]
机构
[1] Beijing University of Posts and Telecommunications, School of Information and Communication Engineering, Beijing
[2] The Chinese University of Hong Kong (Shenzhen), School of Science and Engineering (SSE), the Shenzhen Future Network of Intelligence Institute (FNii-Shenzhen), the Guangdong Provincial Key Laboratory of Future Networks of Intelligence, Guangdong
基金
中国国家自然科学基金;
关键词
Age of information; edge computing; green communications; resource allocation; tandem queues;
D O I
10.1109/TWC.2024.3430903
中图分类号
学科分类号
摘要
The scope of the 6G wireless communication system is envisioned to expand beyond delivering data to humans and towards connecting machines that constantly upload computation-intensive status updates to obtain real-time situational awareness. Under dynamic environments, the amount of useful information contained in status updates degrades over time, which could be measured based on the concept of age of information. In this paper, we develop an analytical framework to investigate the temporal value of status updates, in terms of the peak age of information. Given the temporal dynamics of observed physical process, the procedure of transmission and computing is modeled as tandem queues for both parallel processing and series processing modes at the edge server. The obtained closed-form expressions explicitly characterize the coupling among information generation, transmission, and usage, which can be exploited as performance metrics for task-oriented resource optimization. The accuracy of our analysis is verified with simulation results. Based on the theoretical analysis, we formulate an optimization problem to simultaneously minimize the age of status updates and energy consumption for multiple devices. Numerical results reveal that the computation and transmission time could be traded off to obtain timely status updates at low energy cost. © 2024 IEEE.
引用
收藏
页码:15555 / 15570
页数:15
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