基于占空比传感器网络的目标跟踪质量权衡

S. Zahedi, M. Srivastava, C. Bisdikian, Lance M. Kaplan
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引用次数: 22

摘要

延长无线传感器网络的使用寿命需要节能操作,如占空循环。然而,这样的操作可能会影响高保真实时传感任务的有效性,如目标跟踪,这需要高精度和短响应时间。在本文中,我们量化了不同占空比方案对纯方位目标跟踪效率的影响。具体来说,我们利用极大似然定位技术分析了考虑网络密度和占空比参数变化的不同响应延迟下目标定位估计的精度极限。此外,我们还研究了在不同场景和物体运动模式下精度和响应延迟之间的权衡。我们还利用美国陆军研究实验室(ARL)在马里兰州阿伯丁试验场收集的声学传感器数据,研究了不同占空比时间表对跟踪精度的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quality Tradeoffs in Object Tracking with Duty-Cycled Sensor Networks
Extending the lifetime of wireless sensor networks requires energy-conserving operations such as duty-cycling. However, such operations may impact the effectiveness of high fidelity real-time sensing tasks, such as object tracking, which require high accuracy and short response times. In this paper, we quantify the influence of different duty-cycle schemes on the efficiency of bearings-only object tracking. Specifically, we use the Maximum Likelihood localization technique to analyze the accuracy limits of object location estimates under different response latencies considering variable network density and duty-cycle parameters. Moreover, we study the tradeoffs between accuracy and response latency under various scenarios and motion patterns of the object. We have also investigated the effects of different duty-cycled schedules on the tracking accuracy using acoustic sensor data collected at Aberdeen Proving Ground, Maryland, by the U.S. Army Research Laboratory (ARL).
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