Performance Evaluation Quality of Service in IoT Applications by Mitigating Hidden Sensor Collision of MAC protocols

M. Hasan, H. Al‐Rizzo, F. Al-turjman
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Abstract

Media Access Control (MAC) protocols are widely used to enhance the adaptive radio duty cycling for distributed and self-organized Wireless Sensor Networks (WSN). A significant part of the functionality of MAC protocols is implemented to find out which duty cycling may influence the performance of WSN and Internet of Things (IoT) applications. Therefore, we propose a Markov chain-model to analyze and evaluate the QoS parameters. Our proposed model addresses the effect of a hidden sensors on the network performance through periodically switched off/on the radio cycling covered in MAC layer of IEEE 802.15.4 communication stack. The analytical model provides the estimated values of QoS parameters in terms of delay and throughput. These values describe the synchronized MAC protocols before and after saturates with different sensor density deployment and network parameters in terms of transmission range, time slot frame, and contention windows size. Our analytical, as well as simulation results, show the values of delay and throughput are nearly suitable with low sensor density deployment. Moreover, the proposed model enables the sensor designers to get better understanding of the effect of different hidden sensors on the performance of synchronized MAC protocols and QoS parameters.
通过减轻MAC协议的隐藏传感器冲突来评估物联网应用中的服务质量
媒体访问控制(MAC)协议被广泛用于增强分布式和自组织无线传感器网络(WSN)的自适应无线电占空比。实现MAC协议的重要功能是为了找出哪些占空比可能影响WSN和物联网(IoT)应用的性能。因此,我们提出了一种马尔可夫链模型来分析和评估QoS参数。我们提出的模型通过定期关闭/打开IEEE 802.15.4通信栈MAC层覆盖的无线电循环来解决隐藏传感器对网络性能的影响。分析模型提供了QoS参数在延迟和吞吐量方面的估计值。这些值描述了在不同的传感器密度部署和网络参数下,在传输范围、时隙帧和竞争窗口大小方面,饱和前后同步的MAC协议。我们的分析和仿真结果表明,延迟和吞吐量的值几乎适合低传感器密度部署。此外,该模型使传感器设计人员能够更好地理解不同隐藏传感器对同步MAC协议性能和QoS参数的影响。
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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