Timeliness Analysis for Real-Time Updates Across Different Service Time

被引:0
|
作者
Hu, Limei [1 ]
Deng, Dapeng [2 ,3 ]
Chen, Feng [1 ]
Wu, Pengcheng [1 ]
Chen, Zhengchuan [4 ]
机构
[1] Southwest Univ, Coll Artificial Intelligence, Chongqing 400715, Peoples R China
[2] Chongqing Changan Automobile Co Ltd, Chongqing 400023, Peoples R China
[3] State Key Lab Intelligent Vehicle Safety Technol, Chongqing 400023, Peoples R China
[4] Chongqing Univ, Sch Microelect & Commun Engn, Chongqing 400044, Peoples R China
关键词
Real-time systems; Queueing analysis; Aerospace and electronic systems; Time-domain analysis; Information age; Probability distribution; Packet loss; Age of information (AoI); distribution; multistream; peak age of information (PAoI); status update; PEAK-AGE; STATIONARY DISTRIBUTION; INFORMATION; LATENCY; TRANSMISSION; QUEUES;
D O I
10.1109/TAES.2024.3423028
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This article considers the status update systems with adequate real-time updates, emphasizing the timeliness of status for actuators. Age of information (AoI) serves as a metric for evaluating the freshness of information. Understanding the concrete distribution of AoI proves valuable for obtaining real-time insights into system status. It is important to highlight the pivotal role played by service time for AoI. In this work, we explore the distributions of peak AoI (PAoI) and AoI in the presence of various service time distributions. Specifically, the expressions for PAoI with exponential, deterministic, and Gamma distribution service times are derived. Considering that different packet sides require multiple service processes, this work introduces a switched Poisson process and provides an exact result for the distribution of PAoI. Furthermore, we analyze AoI distribution in a single-source system, investigating the probability of AoI exceeding a specified constraint. In addition, we extend our study to obtain a closed-form expression for the stationary distribution of AoI in a multistream system Numerical examples are presented to validate the effectiveness of the theoretical findings.
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页码:8054 / 8068
页数:15
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