Modeling the Impact of Bursty Traffic on End-to-End Delays in 6TiSCH Wireless Sensor Networks

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2025-04-24 DOI:10.1109/LWC.2025.3564010
Yevhenii Shudrenko;Andreas Timm-Giel
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Abstract

New applications emerge for Wireless Sensor Networks (WSNs), e.g., monitoring and surveillance, producing bursty traffic which greatly impacts communication network performance. The latter can be evaluated through simulations or experiments, both of which are more time-consuming and costly than analytical models. Reliable communication in WSNs is achievable through IEEE 802.15.4 Timeslotted Channel Hopping (TSCH). Accurately evaluating its performance under bursty traffic is critical to plan future networks. This letter proposes a framework for modeling the impact of bursty traffic on end-to-end delays in TSCH networks, using queuing theory and Markov chains. Simulations in OMNeT++ validate framework accuracy with ¡1% normalized Root Mean Squared Error (RMSE).
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突发流量对6TiSCH无线传感器网络端到端时延影响的建模
无线传感器网络(WSNs)出现了新的应用,如监控和监视,产生突发流量,极大地影响了通信网络的性能。后者可以通过模拟或实验来评估,这两种方法都比分析模型更耗时和昂贵。无线传感器网络通过IEEE 802.15.4时隙信道跳频(TSCH)实现可靠通信。准确评估其在突发流量下的性能对未来网络规划至关重要。这封信提出了一个框架来建模突发流量对TSCH网络端到端延迟的影响,使用排队论和马尔可夫链。在omnet++中进行仿真,验证了框架的精度为±1%的归一化均方根误差(RMSE)。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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