Pilot: Passive Device-free Indoor Localization Using Channel State Information

被引:206
|
作者
Xiao, Jiang [1 ]
Wu, Kaishun [1 ]
Yi, Youwen [1 ]
Wang, Lu [1 ]
Ni, Lionel M. [1 ]
机构
[1] HKUST, Guangzhou HKUST Fok Ying Tung Res Inst, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China
关键词
Device-free Indoor localization; Channel State; Information; RSS; Physical Layer;
D O I
10.1109/ICDCS.2013.49
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Many emerging applications such as intruder detection and border protection drive the fast increasing development of device-free passive (DfP) localization techniques. In this paper, we present Pilot, a Channel State Information (CSI)-based DfP indoor localization system in WLAN. Pilot design is motivated by the observations that PHY layer CSI is capable of capturing the environment variance due to frequency diversity of wideband channel, such that the position where the entity located can be uniquely identified by monitoring the CSI feature pattern shift. Therefore, a "passive" radio map is constructed as prerequisite which include fingerprints for entity located in some crucial reference positions, as well as clear environment. Unlike device-based approaches that directly percepts the current state of entities, the first challenge for DfP localization is to detect their appearance in the area of interest. To this end, we design an essential anomaly detection block as the localization trigger relying on the CSI feature shift when entity emerges. Afterwards, a probabilistic algorithm is proposed to match the abnormal CSI to the fingerprint database to estimate the positions of potential existing entities. Finally, a data fusion block is developed to address the multiple entities localization challenge. We have implemented Pilot system with commercial IEEE 802.11n NICs and evaluated the performance in two typical indoor scenarios. It is shown that our Pilot system can greatly outperform the corresponding best RSS-based scheme in terms of anomaly detection and localization accuracy.
引用
收藏
页码:236 / 245
页数:10
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