Optimizing Peak Age of Information in Mobile Edge Computing

被引:0
|
作者
Zhu, Jianhang [1 ]
Gong, Jie [1 ]
机构
[1] Sun Yat Sen Univ, Sch Comp Sci & Engn, Guangdong Key Lab Informat Secur Technol, Guangzhou 510006, Peoples R China
基金
中国国家自然科学基金;
关键词
Age of information; transmission-computation trade-off; mobile edge computing;
D O I
10.1109/ITC-3560063.2023.10555735
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Recently, information freshness in real-time monitoring systems has received increasing attention. Age of Information (AoI) has emerged as a metric for measuring the information freshness. In many applications, the information embedded in an update packet needs to be computed before delivering to a destination. Mobile edge computing (MEC) can efficiently accomplish the computing process. In the MEC system, transmission process and computation process are coupled together, jointly affecting freshness. In this paper, we consider minimizing the average peak AoI (PAoI) in an MEC system, where each update is received and computed by an edge server before delivering to the destination. We consider the generate-at-will source model and study when to generate a new update. We prove that the fixed threshold policy is optimal for arbitrary transmission time and computation time distributions. Our numerical simulation results not only validate the theoretical findings, but also demonstrate the behaviors of the average PAoI versus the mean transmission time and the mean computation time.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] Peak Age of Information Distribution for Edge Computing With Wireless Links
    Chiariotti, Federico
    Vikhrova, Olga
    Soret, Beatriz
    Popovski, Petar
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2021, 69 (05) : 3176 - 3191
  • [2] Average Age of Information in Wireless Powered Mobile Edge Computing System
    Liu, Ying
    Chang, Zheng
    Min, Geyong
    Mao, Shiwen
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2022, 11 (08) : 1585 - 1589
  • [3] Age-of-Information Driven Mobile Crowdsensing in Wireless Edge Computing
    Su, Shim
    Xu, Haixing
    Wang, Liang
    Guo, Bin
    Yu, Zhiwen
    2023 19TH INTERNATIONAL CONFERENCE ON MOBILITY, SENSING AND NETWORKING, MSN 2023, 2023, : 40 - 47
  • [4] Optimizing Peak Age of Information in MEC Systems: Computing Preemption and Non-Preemption
    Zhu, Jianhang
    Gong, Jie
    IEEE-ACM TRANSACTIONS ON NETWORKING, 2024, 32 (04) : 3285 - 3300
  • [5] Minimizing Age-of-Information With Joint Transmission and Computing Scheduling in Mobile-Edge Computing
    Zhu, Jianhang
    Gong, Jie
    Chen, Xiang
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (06) : 9444 - 9457
  • [6] Age-of-Information for Computation-Intensive Messages in Mobile Edge Computing
    Kuang, Qiaobin
    Gong, Jie
    Chen, Xiang
    Ma, Xiao
    2019 11TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2019,
  • [7] Age of Information of Multi-User Mobile-Edge Computing Systems
    Tang, Zhifeng
    Sun, Zhuo
    Yang, Nan
    Zhou, Xiangyun
    IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY, 2023, 4 : 1600 - 1614
  • [8] Age of Information Analysis of Multi-user Mobile Edge Computing Systems
    Tang, Zhifeng
    Sun, Zhuo
    Yang, Nan
    Zhou, Xiangyun
    2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2021,
  • [9] Minimizing Age of Information for Mobile Edge Computing Empowered Industrial Internet of Things
    Li, Jiaping
    Tang, Jianhua
    Liu, Zilong
    2022 10TH INTERNATIONAL WORKSHOP ON SIGNAL DESIGN AND ITS APPLICATIONS IN COMMUNICATIONS (IWSDA), 2022, : 209 - 213
  • [10] Optimizing Social Welfare for Task Offloading in Mobile Edge Computing
    Hong, Hsiang-Jen
    Fan, Wenjun
    Chow, C. Edward
    Zhou, Xiaobo
    Chang, Sang-Yoon
    2020 IFIP NETWORKING CONFERENCE AND WORKSHOPS (NETWORKING), 2020, : 524 - 528