An Investigation into the Non-Uniformity of Channel State Information in WiFi Sensing Systems

被引:0
|
作者
Sharman, Aryan [1 ,2 ]
Mishrat, Deepak [2 ]
Jhan, Sanjay [1 ,3 ]
Seneviratnet, Aruna [2 ]
机构
[1] Univ New South Wales, Cyber Secur Cooperat Res Ctr, Sydney, NSW 2052, Australia
[2] Univ New South Wales, Sch Elect Engn & Telecommun, Sydney, NSW 2052, Australia
[3] Univ New South Wales, Sch Comp Sci & Engn, Sydney, NSW 2052, Australia
来源
IEEE INFOCOM 2024-IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS, INFOCOM WKSHPS 2024 | 2024年
基金
澳大利亚研究理事会;
关键词
D O I
10.1109/INFOCOMWKSHPS61880.2024.10620749
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Wireless sensor networks are becoming increasingly widespread due to the expansion of the Internet of Things (IoT). With the omnipresence of wireless signals, Integrated Sensing and Communications (ISAC) has become possible, enabling rich profiling of commercial environments using IoT devices. Prior work has demonstrated that Channel State Information (CSI) collected from commodity WiFi-enabled IoT devices can sense various channel phenomena, including the movement and activities of unsuspecting patrons. As with any sensor system, these sensing applications depend on a sufficient rate of CSI for the system. This paper accordingly studies the impact of wireless channel sampling rate selection on the accuracy of detecting human movement speeds using WiFi. Our experiments reveal insights into the non-uniformity of CSI samples generated at the transmitter for various WiFi packet rates. To further investigate this non-uniformity in the captured CSI, we analyzed the propagation characteristics of IoT packets at different WiFi transmission rates. Our investigation of probability distributions showed that the inter-packet time differences become more predictable at higher packet rates, resulting in more uniformly measured CSI. These observations highlight weaknesses in existing WiFi sensing systems, and impact the choice of transmission frequency in future deployments.
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页数:6
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