Characterization of Link Quality Fluctuation in Mobile Wireless Sensor Networks

IF 2 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS ACM Transactions on Cyber-Physical Systems Pub Date : 2021-04-01 DOI:10.1145/3448737
Jianjun Wen, W. Dargie
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引用次数: 7

Abstract

Wireless sensor networks accommodating the mobility of nodes will play important roles in the future. In residential, rehabilitation, and clinical settings, sensor nodes can be attached to the body of a patient for long-term and uninterrupted monitoring of vital biomedical signals. Likewise, in industrial settings, workers as well as mobile robots can carry sensor nodes to augment their perception and to seamlessly interact with their environments. Nevertheless, such applications require reliable communications as well as high throughput. Considering the primary design goals of the sensing platforms (low-power, affordable cost, large-scale deployment, longevity, operating in the ISM band), maintaining reliable links is a formidable challenge. This challenge can partially be alleviated if the nature of link quality fluctuation can be known or estimated on time. Indeed, higher-level protocols such as handover and routing protocols rely on knowledge of link quality fluctuation to seamlessly transfer communication to alternative routes when the quality of existing routes deteriorates. In this article, we present the result of extensive experimental study to characterise link quality fluctuation in mobile environments. The study focuses on slow movements (<5 km h-1) signifying the movement of people and robots and transceivers complying to the IEEE 802.15.4 specification. Hence, we deployed mobile robots that interact with strategically placed stationary relay nodes. Our study considered different types of link quality characterisation metrics that provide complementary and useful insights. To demonstrate the usefulness of our experiments and observations, we implemented a link quality estimation technique using a Kalman Filter. To set up the model, we employed two link quality metrics along with the statistics we established during our experiments. The article will compare the performance of four proposed approaches with ours.
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移动无线传感器网络中链路质量波动的表征
适应节点移动性的无线传感器网络将在未来发挥重要作用。在住宅、康复和临床环境中,传感器节点可以连接到患者的身体上,长期不间断地监测重要的生物医学信号。同样,在工业环境中,工人和移动机器人可以携带传感器节点来增强他们的感知能力,并与他们的环境无缝交互。然而,这样的应用需要可靠的通信和高吞吐量。考虑到传感平台的主要设计目标(低功耗,可承受的成本,大规模部署,寿命长,在ISM频段运行),维护可靠的链路是一项艰巨的挑战。如果能够及时了解或估计链路质量波动的性质,可以部分缓解这一挑战。事实上,切换和路由协议等高级协议依赖于链路质量波动的知识,在现有路由质量恶化时无缝地将通信转移到替代路由上。在这篇文章中,我们提出了广泛的实验研究的结果,以表征移动环境中的链路质量波动。这项研究的重点是慢速运动(<5公里每小时),这意味着人和机器人的运动以及符合IEEE 802.15.4规范的收发器。因此,我们部署了移动机器人,与战略性放置的固定中继节点进行交互。我们的研究考虑了不同类型的链接质量表征指标,这些指标提供了互补和有用的见解。为了证明我们的实验和观察的有效性,我们使用卡尔曼滤波器实现了一种链路质量估计技术。为了建立模型,我们采用了两个链路质量指标以及我们在实验中建立的统计数据。本文将比较四种提出的方法与我们的方法的性能。
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
ACM Transactions on Cyber-Physical Systems
ACM Transactions on Cyber-Physical Systems COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
5.70
自引率
4.30%
发文量
40
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