Tracking targets with quality in wireless sensor networks

Guanghui He, J. Hou
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引用次数: 53

Abstract

Tracking of moving targets has attracted more and more attention due to its importance in utilizing sensor networks for surveillance. In this paper, we consider the issue of how to track mobile targets with certain level of quality of monitoring (QoM), while conserving power. We address the target tracking problem by taking into account of both the coverage and the QoM. In particular, QoM ensures that the probability of reporting inaccurate monitoring information (such as false alarm or target miss) should be as small as possible, even in the presence of noises and signal attenuation. We also analytically whether or not the detection/observation made by a single sensor suffices to tracking the target in a reasonably populated sensor network. Our finding gives a confirmative answer and challenges the long-held paradigm that high tracking quality (low tracking error) necessarily requires high power consumption. To rigorously analyze the impact of target movement on QoM, we derive both lower and upper bounds on the number of sensors (called duty sensors) required to keep track of a moving target. Based on the analysis, we have devised a cooperative, relay-area-based scheme that determines which sensor should become the next duty sensor when the target is moving. The simulation study indicates that the number of duty sensor required in the proposed scheme is, in the worst case, approximately 1.2 times larger than the lower bound. It also indicates that a trade-off exists among QoM, the number of duty sensors required, and the load balance
无线传感器网络中有质量目标跟踪
运动目标跟踪是利用传感器网络进行监视的重要手段,因此越来越受到人们的重视。本文研究了如何在保证一定监测质量的前提下对移动目标进行跟踪的问题。我们通过同时考虑覆盖率和QoM来解决目标跟踪问题。特别是,QoM确保即使在存在噪声和信号衰减的情况下,报告不准确监控信息(如虚警或目标未命中)的概率也应尽可能小。我们还分析了单个传感器所做的检测/观察是否足以在合理分布的传感器网络中跟踪目标。我们的发现给出了一个肯定的答案,并挑战了长期持有的范式,即高跟踪质量(低跟踪误差)必然需要高功耗。为了严格分析目标运动对QoM的影响,我们推导了跟踪运动目标所需的传感器(称为负载传感器)数量的下界和上界。在此基础上,我们设计了一种基于中继区域的协作方案,以确定目标移动时哪个传感器应该成为下一个值班传感器。仿真研究表明,在最坏情况下,该方案所需的负载传感器数量约为下界的1.2倍。它还表明在QoM、所需负载传感器的数量和负载平衡之间存在权衡
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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