Device-free Human Tracking Exploiting Phase Disturbances and Particle Filters

A. Tzitzis, A. Chatzistefanou, Spyros Megalou, S. Siachalou, T. Yioultsis, A. Dimitriou
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引用次数: 1

Abstract

This work presents a phase-based device-free localization (DFL) scheme for tracking the movement of a human target by employing a network of anchor RFID tags inside the search space. The proposed method measures the phase disturbances of the backscattered field induced by a target roaming in the propagation environment and detects whether an antenna-to-tag link is obscured or not. This binary information is fused by a geometrical model that realises the target as a cylinder, thanks to which the position of the target can be identified even by a single reader-antenna. A particle filter algorithm (PF) keeps track of the target's movement over time, smoothing otherwise abrupt maneuvers. Experimental results with a single antenna report a median absolute localization error in the order of 20cm which decreases to 15cm when more antennas are employed. The real-time capability of the method is also verified.
利用相位干扰和粒子滤波器的无设备人体跟踪
这项工作提出了一种基于相位的无设备定位(DFL)方案,通过在搜索空间内使用锚定RFID标签网络来跟踪人类目标的运动。该方法通过测量传播环境中目标漫游引起的后向散射场的相位干扰,检测天线到标签的链路是否被遮挡。这种二进制信息通过一个几何模型融合,该模型将目标实现为一个圆柱体,因此即使通过单个读取器天线也可以识别目标的位置。粒子滤波算法(PF)跟踪目标随时间的运动,平滑否则突然的机动。实验结果表明,单天线的绝对定位误差中值约为20cm,多天线的绝对定位误差中值约为15cm。验证了该方法的实时性。
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