Service-Oriented AoI Modeling and Analysis for Non-Terrestrial Networks

Zheng Guo, Qian Chen, Weixiao Meng
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Abstract

To achieve truly seamless global intelligent connectivity, non-terrestrial networks (NTN) mainly composed of low earth orbit (LEO) satellites and drones are recognized as important components of the future 6G network architecture. Meanwhile, the rapid advancement of the Internet of Things (IoT) has led to the proliferation of numerous applications with stringent requirements for timely information delivery. The Age of Information (AoI), a critical performance metric for assessing the freshness of data in information update systems, has gained significant importance in this context. However, existing modeling and analysis work on AoI mainly focuses on terrestrial networks, and the distribution characteristics of ground nodes and the high dynamics of satellites have not been fully considered, which poses challenges for more accurate evaluation. Against this background, we model the ground nodes as a hybrid distribution of Poisson point process (PPP) and Poisson cluster process (PCP) to capture the impact of ground node distribution on the AoI of status update packet transmission supported by UAVs and satellites in NTN, and the visibility and cross-traffic characteristics of satellites are additionally considered. We derived the average AoI for the system in these two different situations and examined the impact of various network parameters on AoI performance.
面向服务的非地面网络 AoI 建模与分析
为了实现真正无缝的全球智能连接,主要由低地球轨道(LEO)卫星和无人机组成的非地面网络(NTN)被认为是未来 6G 网络架构的重要组成部分。与此同时,物联网(IoT)的快速发展导致众多对信息及时传输有严格要求的应用不断涌现。信息时代(AoI)是评估信息更新系统中数据新鲜度的关键性能指标,在此背景下已变得非常重要。然而,现有的 AoI 建模和分析工作主要集中在地面网络上,地面节点的分布特性和卫星的高动态性尚未得到充分考虑,这给更精确的评估带来了挑战。在此背景下,我们将地面节点建模为泊松点过程(PPP)和泊松簇过程(PCP)的混合分布,以捕捉地面节点分布对 NTN 中无人机和卫星支持的状态更新数据包传输的 AoI 的影响,并额外考虑了卫星的可见性和交叉流量特性。我们得出了系统在这两种不同情况下的平均 AoI,并研究了各种网络参数对 AoI 性能的影响。
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