Age of collection with non-orthogonal multiple access: A theoretical-plus-experimental study

IF 4.6 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Computer Networks Pub Date : 2025-04-01 Epub Date: 2025-02-11 DOI:10.1016/j.comnet.2025.111102
Yurong Lai , Xinhui Han , Xueer Wang , Tse-Tin Chan , Haoyuan Pan
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Abstract

This paper examines the concept of information freshness in a collaborative surveillance scenario utilizing non-orthogonal multiple access (NOMA). In this scenario, each monitoring device observes a portion of a common target and reports the latest status to a common access point (AP), which then recovers the complete observations. We use the age of collection (AoC) as a metric for information freshness. Unlike the conventional age of information (AoI) metric, the instantaneous AoC decreases only when the AP receives all partial updates from different devices (i.e., successfully receives a “joint” update). Consequently, existing AoI-oriented analyses on NOMA cannot be easily generalized to AoC due to the different update rules between AoC and AoI. Conventional NOMA schemes typically employ multiuser decoding (MUD) techniques to decode update messages from different devices, referred to here as the MUD-only NOMA system. However, MUD techniques are less effective when the signal-to-noise ratios (SNRs) of different NOMA users are nearly balanced. Therefore, we consider network-coded multiple access (NCMA), an advanced NOMA scheme that integrates MUD with physical-layer network coding (PNC). PNC is a technique that transforms wireless mutual interference into useful network-coded information, working well even when the SNRs of different users are similar. Experimental results using software-defined radios indicate that NCMA is a practical solution for achieving low average AoC under varying channel conditions. The combination of MUD and PNC enables the AP to receive joint update messages much faster, significantly reducing the average AoC of the system.
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非正交多通道采集年龄:理论加实验研究
本文研究了利用非正交多址(NOMA)的协同监控场景中信息新鲜度的概念。在此场景中,每个监控设备观察一个公共目标的一部分,并向一个公共接入点(AP)报告最新状态,AP随后恢复完整的观察结果。我们使用收集年龄(AoC)作为信息新鲜度的度量。与传统的信息年龄(AoI)度量不同,只有当AP接收到来自不同设备的所有部分更新(即成功接收到“联合”更新)时,瞬时AoC才会减少。因此,由于AoC和AoI之间的更新规则不同,现有的面向AoI的NOMA分析不容易推广到AoC。传统的NOMA方案通常使用多用户解码(MUD)技术来解码来自不同设备的更新消息,这里称为仅使用MUD的NOMA系统。然而,当不同NOMA用户的信噪比(SNRs)接近平衡时,MUD技术的效果较差。因此,我们考虑了网络编码多址(NCMA),这是一种集成了MUD和物理层网络编码(PNC)的高级NOMA方案。PNC是一种将无线互干扰转换为有用的网络编码信息的技术,即使不同用户的信噪比相似,也能很好地工作。软件定义无线电的实验结果表明,NCMA是在不同信道条件下实现低平均AoC的实用解决方案。MUD和PNC的结合使AP能够更快地接收联合更新消息,显著降低系统的平均AoC。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Computer Networks
Computer Networks 工程技术-电信学
CiteScore
10.80
自引率
3.60%
发文量
434
审稿时长
8.6 months
期刊介绍: Computer Networks is an international, archival journal providing a publication vehicle for complete coverage of all topics of interest to those involved in the computer communications networking area. The audience includes researchers, managers and operators of networks as well as designers and implementors. The Editorial Board will consider any material for publication that is of interest to those groups.
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