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A Tracking System for Wireless Embedded Nodes Using Time-of-Flight Ranging

机译:使用飞行时间测距的无线嵌入式节点跟踪系统

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摘要

In this work, we present the design, development, and evaluation of a real-time target tracking system for wireless embedded nodes, capable of effectively tracking manoeuvring targets. The proposed tracking system is designed to operate solely on range measurements obtained with the use of a two-way time-of-flight method without the need for additional hardware being incorporated in the nodes. To address the challenge of coping with manoeuvring targets, the tracking problem is formulated as a dynamical estimation problem where an adaptive multiple-model approach is employed to represent the motion pattern of manoeuvring targets. The ranging observations are produced in real time and used as inputs to a particle filter algorithm that produces the estimates of the target's kinematic variables. Simulations are provided to assess the effect of several factors on the system's performance. Ultimately, the entire system is implemented on commercially available hardware and tested in an outdoor deployment. A total of 25 experiments demonstrate an average RMS accuracy of 2.6 m for position and 1.9 m/s for velocity, in a 15 m × 15 m area. Such performance, which is additionally confirmed from simulation results, reveals the potential of the proposed range-only system in application scenarios where real-time tracking of mobile targets is needed.
机译:在这项工作中,我们介绍了用于无线嵌入式节点的实时目标跟踪系统的设计,开发和评估,该系统能够有效地跟踪机动目标。所提出的跟踪系统被设计为仅在使用双向飞行时间方法获得的距离测量上运行,而无需在节点中合并其他硬件。为了解决应对机动目标的挑战,将跟踪问题表述为动态估计问题,其中采用自适应多模型方法来表示机动目标的运动模式。测距观测是实时生成的,并用作粒子滤波算法的输入,该算法生成目标运动学变量的估计值。提供仿真来评估几个因素对系统性能的影响。最终,整个系统将在商用硬件上实施并在室外部署中进行测试。总共25个实验表明,在15 m×15 m的区域中,位置的平均RMS精度为2.6 m,速度的平均RMS精度为1.9 m / s。仿真结果进一步证实了这种性能,揭示了所提出的仅测距系统在需要实时跟踪移动目标的应用场景中的潜力。

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