Age-Optimal Service and Decision Processes in Internet of Things

被引:14
作者
Bao, Zhiwei [1 ]
Dong, Yunquan [1 ,2 ]
Chen, Zhengchuan [3 ,4 ]
Fan, Pingyi [5 ,6 ]
Ben Letaief, Khaled [7 ,8 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Sch Elect & Informat Engn, Nanjing 210044, Peoples R China
[2] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Peoples R China
[3] Chongqing Univ, Key Lab Dependable Serv Comp Cyber Phys Soc, Minist Educ China, Chongqing 400044, Peoples R China
[4] Chongqing Univ, Sch Microelect & Commun Engn, Chongqing 400044, Peoples R China
[5] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
[6] Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol, Beijing 100084, Peoples R China
[7] Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Hong Kong, Peoples R China
[8] Peng Cheng Lab, Shenzhen 518052, Peoples R China
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
Internet of Things; Monitoring; Electronic mail; Fans; Real-time systems; Delays; Age of information (AoI); age upon decisions (AuDs); Internet of Things (IoT); update-and-decide systems; TIMELY STATUS UPDATE;
D O I
10.1109/JIOT.2020.3020875
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider an Internet-of-Things (IoT) system in which a sensor observes a phenomenon of interest with exponentially distributed intervals and delivers updates to a monitor with random service times. At the monitor, the received updates are used to make decisions with deterministic or random intervals. For this system, we investigate the freshness of the received updates at decision epochs using the age upon decisions (AuDs) metric. With the first-come-first-served (FCFS) policy, theoretical results show that: 1) when the decisions are made with exponentially distributed intervals, the average AuD of the system is smaller when the service time (e.g., transmission time) is uniformly distributed than when it is exponentially distributed and would be the smallest if it is deterministic; 2) when the decisions are made periodically, the average AuD of the system is larger than, and decreases with decision rate to, the average AuD of the corresponding system with Poisson decision intervals; and 3) the probability of missing to use a received update for any decisions is decreasing with the decision rate and is the smallest if the service time is deterministic. When the last-come-first-served (LCFS) policy with preemption is used, we observe that systems with Poisson service processes perform the best while systems with periodic service processes perform the worst. For IoT-based monitoring systems, therefore, it is suggested to use deterministic monitoring schemes, deterministic transmitting schemes, and Poisson decision schemes so that the received updates are as fresh as possible at the time they are used to make decisions.
引用
收藏
页码:2826 / 2841
页数:16
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