Tagoram: real-time tracking of mobile RFID tags to high precision using COTS devices

Lei Yang, Yekui Chen, Xiangyang Li, Chaowei Xiao, Mo Li, Yunhao Liu
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引用次数: 689

Abstract

In many applications, we have to identify an object and then locate the object to within high precision (centimeter- or millimeter-level). Legacy systems that can provide such accuracy are either expensive or suffering from performance degradation resulting from various impacts, e.g., occlusion for computer vision based approaches. In this work, we present an RFID-based system, Tagoram, for object localization and tracking using COTS RFID tags and readers. Tracking mobile RFID tags in real time has been a daunting task, especially challenging for achieving high precision. Our system achieves these three goals by leveraging the phase value of the backscattered signal, provided by the COTS RFID readers, to estimate the location of the object. In Tagoram, we exploit the tag's mobility to build a virtual antenna array by using readings from a few physical antennas over a time window. To illustrate the basic idea of our system, we firstly focus on a simple scenario where the tag is moving along a fixed track known to the system. We propose Differential Augmented Hologram (DAH) which will facilitate the instant tracking of the mobile RFID tag to a high precision. We then devise a comprehensive solution to accurately recover the tag's moving trajectories and its locations, relaxing the assumption of knowing tag's track function in advance. We have implemented the Tagoram system using COTS RFID tags and readers. The system has been tested extensively in the lab environment and used for more than a year in real airline applications. For lab environment, we can track the mobile tags in real time with a millimeter accuracy to a median of 5mm and 7.29mm using linear and circular track respectively. In our year- long large scale baggage sortation systems deployed in two airports, our results from real deployments show that Tagoram can achieve a centimeter-level accuracy to a median of 6.35cm in these real deployments.
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Tagoram:使用COTS设备对移动RFID标签进行高精度实时跟踪
在许多应用中,我们必须识别一个物体,然后将物体定位到高精度(厘米或毫米级)。能够提供这种精度的遗留系统要么价格昂贵,要么由于各种影响而导致性能下降,例如,基于计算机视觉的方法的遮挡。在这项工作中,我们提出了一个基于RFID的系统,Tagoram,用于使用COTS RFID标签和读取器进行对象定位和跟踪。实时跟踪移动RFID标签一直是一项艰巨的任务,特别是实现高精度的挑战。我们的系统通过利用COTS RFID阅读器提供的后向散射信号的相位值来估计物体的位置,从而实现了这三个目标。在Tagoram中,我们利用标签的移动性,通过在一个时间窗口内使用几个物理天线的读数来构建虚拟天线阵列。为了说明我们系统的基本思想,我们首先关注一个简单的场景,其中标记沿着系统已知的固定轨道移动。我们提出了差分增强全息图(DAH),它将有助于移动RFID标签的高精度即时跟踪。然后,我们设计了一个全面的解决方案,以准确地恢复标签的运动轨迹和位置,从而放松了预先知道标签轨迹函数的假设。我们使用COTS RFID标签和阅读器实现了Tagoram系统。该系统已在实验室环境中进行了广泛的测试,并在实际航空应用中使用了一年多。对于实验室环境,我们可以实时跟踪移动标签,精度为毫米,分别采用线性和圆形跟踪,中位数为5mm和7.29mm。在我们在两个机场部署的长达一年的大型行李分拣系统中,我们的实际部署结果表明,在这些实际部署中,Tagoram可以达到厘米级的精度,中位数为6.35厘米。
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