See Through Walls with COTS RFID System!

被引:127
作者
Yang, Lei [1 ]
Lin, Qiongzheng [1 ]
Li, Xiangyang [1 ,2 ,3 ]
Liu, Tianci [1 ]
Liu, Yunhao [1 ]
机构
[1] Tsinghua Univ, Sch Software, Beijing, Peoples R China
[2] Tsinghua Univ, Dept Comp Sci & Technol, Beijing, Peoples R China
[3] IIT, Dept Comp Sci, Chicago, IL 60616 USA
来源
MOBICOM '15: PROCEEDINGS OF THE 21ST ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING | 2015年
基金
中国国家自然科学基金; 中国博士后科学基金; 美国国家科学基金会;
关键词
RFID; See-through walls; Tracking; Tadar;
D O I
10.1145/2789168.2790100
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
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 using 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.
引用
收藏
页码:487 / 499
页数:13
相关论文
共 39 条
[1]  
Adib F., 2013, P USENIX NSDI, V14
[2]  
Adib F., 2015, NSDI '15, P279
[3]   See Through Walls with Wi-Fi! [J].
Adib, Fadel ;
Katabi, Dina .
ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2013, 43 (04) :75-86
[4]   Three-dimensional wideband beamforming for imaging through a single wall [J].
Ahmad, Fauzia ;
Zhang, Yimin ;
Amin, Moeness G. .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2008, 5 (02) :176-179
[5]  
[Anonymous], IEEE T SYSTEMS MAN C
[6]   Speeded-Up Robust Features (SURF) [J].
Bay, Herbert ;
Ess, Andreas ;
Tuytelaars, Tinne ;
Van Gool, Luc .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2008, 110 (03) :346-359
[7]  
Charvat Gregory L, 2010, P IEEE ARRAY
[8]  
Charvat Gregory L, 2010, IEEE T ANTENNAS PROP, V58
[9]   Through-the-Wall Sensing of Personnel Using Passive Bistatic WiFi Radar at Standoff Distances [J].
Chetty, Kevin ;
Smith, Graeme E. ;
Woodbridge, Karl .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2012, 50 (04) :1218-1226
[10]   X-Ray Vision With Only WiFi Power Measurements Using Rytov Wave Models [J].
Depatla, Saandeep ;
Buckland, Lucas ;
Mostofi, Yasamin .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2015, 64 (04) :1376-1387