See Through Walls with COTS RFID System!

Lei Yang, Qiongzheng Lin, Xiangyang Li, Tianci Liu, Yunhao Liu
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引用次数: 164

Abstract

Through-wall tracking has gained a lot of attentions in civilian applications recently. Many applications would benefit from such device-free tracking, e.g. elderly people surveillance, intruder detection, gaming, etc. In this work, we present a system, named Tadar, for tracking moving objects without instrumenting them us- ing COTS RFID readers and tags. It works even through walls and behind closed doors. It aims to enable a see-through-wall technology that is low-cost, compact, and accessible to civilian purpose. In traditional RFID systems, tags modulate their IDs on the backscatter signals, which is vulnerable to the interferences from the ambient reflections. Unlike past work, which considers such vulnerability as detrimental, our design exploits it to detect surrounding objects even through walls. Specifically, we attach a group of RFID tags on the outer wall and logically convert them into an antenna array, receiving the signals reflected off moving objects. This paper introduces two main innovations. First, it shows how to eliminate the flash (e.g. the stronger reflections off walls) and extract the reflections from the backscatter signals. Second, it shows how to track the moving object based on HMM (Hidden Markov Model) and its reflections. To the best of our knowledge, we are the first to implement a through-wall tracking using the COTS RFID systems. Empirical measurements with a prototype show that Tadar can detect objects behind 5" hollow wall and 8" concrete wall, and achieve median tracking errors of 7.8cm and 20cm in the X and Y dimensions.
使用COTS RFID系统透视墙壁!
近年来,穿壁跟踪技术在民用领域得到了广泛的关注。许多应用程序将受益于这种无设备跟踪,例如老年人监视,入侵者检测,游戏等。在这项工作中,我们提出了一个名为Tadar的系统,用于跟踪移动物体,而无需使用COTS RFID阅读器和标签。它甚至可以穿过墙壁和关着的门。它的目标是实现一种低成本、紧凑、可用于民用目的的透视墙技术。在传统的RFID系统中,标签是基于后向散射信号来调制其id的,这很容易受到环境反射的干扰。不像过去的作品,认为这种脆弱性是有害的,我们的设计利用它来探测周围的物体,甚至穿过墙壁。具体来说,我们在外墙上附加一组RFID标签,并将其逻辑转换为天线阵列,接收移动物体反射的信号。本文介绍了两个主要创新点。首先,它展示了如何消除闪光(例如,较强的墙壁反射),并从后向散射信号中提取反射。其次,给出了基于隐马尔可夫模型及其反射的运动目标跟踪方法。据我们所知,我们是第一个使用COTS RFID系统实现穿墙跟踪的公司。原型机的经验测量表明,Tadar可以检测到5英寸空心墙和8英寸混凝土墙后面的物体,并且在X和Y维度上实现了7.8cm和20cm的中位数跟踪误差。
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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