Optimizing Age of Information for Uplink Cellular Internet of Things With Random Access

被引:5
|
作者
Yu, Baoquan [1 ,2 ]
Cai, Yueming [2 ]
Wu, Dan [2 ]
Dong, Chao [3 ]
Zhang, Ruoyu [4 ]
Wu, Wen [4 ]
机构
[1] Naval Aeronaut Univ PLA, Air Traff Control Res Off, Yantai 264001, Peoples R China
[2] Army Engn Univ PLA, Coll Commun Engn, Nanjing 210007, Peoples R China
[3] Nanjing Univ Aeronaut & Astronaut, Coll Elect & Informat Engn, Nanjing 211106, Peoples R China
[4] Nanjing Univ Sci & Technol, Ministerial Key Lab JGMT, Nanjing 210094, Peoples R China
来源
IEEE INTERNET OF THINGS JOURNAL | 2024年 / 11卷 / 11期
关键词
Internet of Things; Delays; Behavioral sciences; Probabilistic logic; Information age; Programmable logic arrays; Minimization; Age of Information (AoI); Cellular Internet of Things (CIoT); Markov decision process (MDP); random access; SHORT-PACKET COMMUNICATIONS; MINIMIZING AGE; IOT NETWORKS; AVERAGE AGE; COMMUNICATION; FRESHNESS; SYSTEMS;
D O I
10.1109/JIOT.2024.3373765
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the Cellular Internet of Things (CIoT), it is crucial to ensure the information freshness for status update applications. Considering the centralized access methods could cause large access delay and hamper timely status updates, this article exploits the random access method and studies decentralized status update schemes to minimize the average Age of Information (AoI) for CIoT. However, due to the noncooperation among machine type communication devices (MTCDs) in random access, packet collisions are inevitable, which makes it tricky to improve the AoI performance. In this regard, we design novel age-based status update schemes to control the transmission behavior of MTCDs, where the AoI at the MTCDs and the base station (BS) is used. We first model the AoI minimization problem as a Markov decision process. Then, through variable substitution and linear programming, we get a slightly more computationally complex status update scheme, where the dual threshold structure of the scheme is proved theoretically. To facilitate system design and reduce computational complexity, we further design a low-complexity scheme, where the age thresholds at both the MTCDs and BS are optimized. Simulation results verify that the proposed schemes significantly outperform the common access scheme.
引用
收藏
页码:20300 / 20313
页数:14
相关论文
共 50 条
  • [1] Optimizing the Age of Information for Multi-Source Information Update in Internet of Things
    Pan, Weijian
    Deng, Zhaoji
    Wang, Xiumin
    Zhou, Pan
    Wu, Weiwei
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2022, 9 (02): : 904 - 917
  • [2] Optimizing Age of Information in Random-Access Poisson Networks
    Sun, Xinghua
    Zhao, Fangming
    Yang, Howard H.
    Zhan, Wen
    Wang, Xijun
    Quek, Tony Q. S.
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (09) : 6816 - 6829
  • [3] Multiagent Reinforcement Learning Meets Random Access in Massive Cellular Internet of Things
    Bai, Jianan
    Song, Hao
    Yi, Yang
    Liu, Lingjia
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (24): : 17417 - 17428
  • [4] Enhancing the Physical Layer Security of Uplink Non-Orthogonal Multiple Access in Cellular Internet of Things
    Zhang, Shuai
    Xu, Xiaoming
    Wang, Huiming
    Peng, Jianhua
    Zhang, Di
    Huang, Kaizhi
    IEEE ACCESS, 2018, 6 : 58405 - 58417
  • [5] Impact of information update generation on the radio access network of cellular Internet of Things
    Marcelo E. Flores Vázquez
    Luis Tello-Oquendo
    Vicent Pla
    Juan Aranda
    Juan V. Capella
    Andrea K. Guamo Morocho
    Telecommunication Systems, 2023, 84 (3) : 409 - 420
  • [6] Impact of information update generation on the radio access network of cellular Internet of Things
    Vazquez, Marcelo E. Flores
    Tello-Oquendo, Luis
    Pla, Vicent
    Aranda, Juan
    Capella, Juan V.
    Morocho, Andrea K. Guamo
    TELECOMMUNICATION SYSTEMS, 2023, 84 (03) : 409 - 420
  • [7] Optimizing random forests to detect intrusion in the Internet of Things
    Majidian, Seyede Zohre
    TaghipourEivazi, Shiva
    Arasteh, Bahman
    Ghaffari, Ali
    COMPUTERS & ELECTRICAL ENGINEERING, 2024, 120
  • [8] Age of Information for the Cellular Internet of Things: Challenges, Key Techniques, and Future Trends
    Yu, Baoquan
    Chen, Xiaoming
    Cai, Yueming
    IEEE COMMUNICATIONS MAGAZINE, 2022, 60 (12) : 20 - 26
  • [9] On the Role of Age of Information in the Internet of Things
    Abd-Elmagid, Mohamed A.
    Pappas, Nikolaos
    Dhillon, Arpreet S.
    IEEE COMMUNICATIONS MAGAZINE, 2019, 57 (12) : 72 - 77
  • [10] Age of Information in Internet of Things: A Survey
    Kahraman, Ibrahim
    Kose, Alper
    Koca, Mutlu
    Anarim, Emin
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (06): : 9896 - 9914