WiFi CSI-based device-free sensing: from Fresnel zone model to CSI-ratio model

被引:26
|
作者
Wu, Dan [1 ]
Zeng, Youwei [1 ]
Zhang, Fusang [2 ]
Zhang, Daqing [1 ,3 ]
机构
[1] Peking Univ, Dept Comp Sci & Technol, Beijing, Peoples R China
[2] Chinese Acad Sci, Inst Software, Beijing, Peoples R China
[3] Inst Polytech Paris, Telecom SudParis, Paris, France
基金
中国国家自然科学基金; 欧盟地平线“2020”;
关键词
WiFi; Channel State Information (CSI); Fresnel zone; Channel quotient; CSI ratio;
D O I
10.1007/s42486-021-00077-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Over the past decade, WiFi CSI-based device-free sensing technology has shown great potential in smart homes, assisted living, and many other applications. While model-based device-free sensing approaches analyze and recognize human behaviors by constructing mathematical relationships among WiFi devices, environment, human position/posture, and received channel state information, they have attracted great attention because of the interpretable physical meaning and the ability to guide the WiFi-based sensing system design. In this paper, we retrospect two general-purpose sensing models, i.e., the Fresnel zone model and CSI-ratio model, and demonstrate how these two models are leveraged to extract insightful properties and support a variety of device-free sensing applications.
引用
收藏
页码:88 / 102
页数:15
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