Modeling end-to-end delays in TSCH wireless sensor networks using queuing theory and combinatorics

IF 3.3 3区 计算机科学 Q2 COMPUTER SCIENCE, THEORY & METHODS Computing Pub Date : 2024-07-02 DOI:10.1007/s00607-024-01313-x
Yevhenii Shudrenko, Andreas Timm-Giel
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Abstract

Wireless communication offers significant advantages in terms of flexibility, coverage and maintenance compared to wired solutions and is being actively deployed in the industry. IEEE 802.15.4 standardizes the Physical and the Medium Access Control (MAC) layer for Low Power and Lossy Networks (LLNs) and features Timeslotted Channel Hopping (TSCH) for reliable, low-latency communication with scheduling capabilities. Multiple scheduling schemes were proposed to address Quality of Service (QoS) in challenging scenarios. However, most of them are evaluated through simulations and experiments, which are often time-consuming and may be difficult to reproduce. Analytical modeling of TSCH performance is lacking, as only one-hop communication with simplified traffic patterns is considered in state-of-the-art. This work proposes a new framework based on queuing theory and combinatorics to evaluate end-to-end delays in multihop TSCH networks of arbitrary topology, traffic and link conditions. The framework is validated in simulations using OMNeT++ and shows below 6% root-mean-square error (RMSE), providing quick and reliable latency estimation tool to support decision-making and enable formalized comparison of existing scheduling solutions.

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利用队列理论和组合学模拟 TSCH 无线传感器网络中的端到端延迟
与有线解决方案相比,无线通信在灵活性、覆盖范围和维护方面具有明显优势,目前正在业界积极部署。IEEE 802.15.4 规范了低功耗和低损耗网络 (LLN) 的物理层和介质访问控制 (MAC)层,并采用分时信道跳频 (TSCH) 技术实现可靠、低延迟的通信,同时具备调度功能。人们提出了多种调度方案,以解决挑战性场景中的服务质量(QoS)问题。然而,大多数方案都是通过模拟和实验进行评估的,而模拟和实验往往非常耗时,而且可能难以重现。由于最先进的技术只考虑了具有简化流量模式的单跳通信,因此缺乏 TSCH 性能的分析模型。这项工作提出了一个基于排队理论和组合学的新框架,用于评估任意拓扑、流量和链路条件下多跳 TSCH 网络的端到端延迟。使用 OMNeT++ 对该框架进行了仿真验证,结果表明其均方根误差(RMSE)低于 6%,为支持决策提供了快速可靠的延迟估计工具,并可对现有调度解决方案进行正规化比较。
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来源期刊
Computing
Computing 工程技术-计算机:理论方法
CiteScore
8.20
自引率
2.70%
发文量
107
审稿时长
3 months
期刊介绍: Computing publishes original papers, short communications and surveys on all fields of computing. The contributions should be written in English and may be of theoretical or applied nature, the essential criteria are computational relevance and systematic foundation of results.
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