Spatiotemporal Analysis for Age of Information in Random Access Networks Under Last-Come First-Serve With Replacement Protocol

被引:18
作者
Yang, Howard H. [1 ,2 ,3 ,4 ]
Arafa, Ahmed [5 ]
Quek, Tony Q. S. [6 ]
Poor, H. Vincent [7 ]
机构
[1] Zhejiang Univ, Haining 314400, Peoples R China
[2] Univ Illinois, Urbana Champaign Inst, Urbana, IL 61801 USA
[3] Zhejiang Univ, Coll Informat Sci & Elect Engn, Hangzhou 310007, Peoples R China
[4] Univ Illinois, Dept Elect & Comp Engn, Champaign, IL 61820 USA
[5] Univ N Carolina, Dept Elect & Comp Engn, Charlotte, NC 28223 USA
[6] Singapore Univ Technol & Design, Informat Syst Technol & Design Pillar, Singapore 487372, Singapore
[7] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
基金
新加坡国家研究基金会;
关键词
Transmitters; Interference; Receivers; Queueing analysis; Protocols; Wireless communication; Measurement; Poisson bipolar network; age of information; channel access probability; queueing theory; stochastic geometry; WIRELESS NETWORKS; ALOHA;
D O I
10.1109/TWC.2021.3116041
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We investigate the age-of-information (AoI) in the context of random access networks, in which transmitters need to send a sequence of information packets to the intended receivers over a shared spectrum. Due to interference, the dynamics at the link pairs will interact with each other over both space and time, and the effects of these spatiotemporal interactions on the AoI are not well understood. In this paper, we straddle queueing theory and stochastic geometry to establish an analytical framework, that accounts for the interplay between the temporal traffic attributes and spatial network topology, for such a study. Specifically, we derive accurate and tractable expressions to quantify the network average AoI as well as the outage probability of peak AoI. Besides, we develop a decentralized channel access policy that exploits the local observation at each node to make transmission decisions that minimize the AoI. Our analysis reveals that when the packet transmissions are scheduled in a last-come first-serve (LCFS) order, whereas the newly incoming packets can replace the undelivered ones, depending on the deployment density, there may or may not exist a tradeoff on the packet arrival rate that minimizes the network average AoI. Moreover, the slotted ALOHA protocol is shown to be instrumental in reducing the AoI when the packet arrival rates are high, yet it cannot contribute to decreasing the AoI in the regime of infrequent packet arrivals. The numerical results also confirm the efficacy of the proposed scheme, where the gain is particularly pronounced when the network grows in size because our method is able to adapt the channel access probabilities with the change of ambient environment.
引用
收藏
页码:2813 / 2829
页数:17
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