A Fade Level-Based Spatial Model for Radio Tomographic Imaging

被引:82
作者
Kaltiokallio, Ossi [1 ]
Bocca, Maurizio [2 ]
Patwari, Neal [2 ]
机构
[1] Aalto Univ, Dept Commun & Networking, Espoo, Finland
[2] Univ Utah, Dept Elect & Comp Engn, Salt Lake City, UT 84112 USA
基金
美国国家科学基金会;
关键词
Wireless sensor networks; device-free localization; radio tomographic imaging; indoor localization; DEVICE-FREE LOCALIZATION; WIRELESS NETWORKS; SENSOR NETWORKS; TRACKING; ENVIRONMENTS;
D O I
10.1109/TMC.2013.158
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
RSS-based device-free localization (DFL) monitors changes in the received signal strength (RSS) measured by a network of static wireless nodes to locate and track people without requiring them to carry or wear any electronic device. Current models assume that the spatial impact area, i.e., the area in which a person affects a link's RSS, has constant size. This paper shows that the spatial impact area varies considerably for each link. Data from extensive experiments are used to derive a spatial weight model that is a function of the fade level, i.e., a measure of whether a link is experiencing destructive or constructive multipath interference, and of the sign of RSS change. In addition, a measurement model is proposed which calculates for each RSS measurement the probability of a person being located inside the derived spatial impact area. An online radio tomographic imaging (RTI) system is described which uses channel diversity and the presented models. Experiments in an open indoor environment, in a typical one-bedroom apartment and in a through-wall scenario are conducted to determine the performance of the proposed system. We demonstrate that the new system is capable of localizing and tracking a person with high accuracy (<= 0.30 m) in all the environments, without the need to change the model parameters.
引用
收藏
页码:1159 / 1172
页数:14
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