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
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