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A Taxonomy of WiFi Sensing: CSI vs Passive WiFi Radar

机译:WiFi感应的分类:CSI与被动WiFi雷达

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WiFi sensing has shown promising potentials in a number of applications such as healthcare, smart transportation and home automation. Human activity recognition without the use of any cooperative device such as phones or wearable technologies can be achieved by two WiFi based approaches: Channel State Information (CSI) and Passive WiFi Radar (PWR). CSI systems rely directly on WiFi as a communications system, whilst PWR treats the WiFi signal as an illuminator for use in a radar signal processing. However, there has not been a comprehensive comparative study on the similarities and differences between the two systems. To examine the performance of both systems we implement two hardware platforms for CSI and PWR, and use them concurrently to capture the human movements. In this paper, we present Doppler measurements from the two systems and compare their performance using a dataset obtained from five subjects undergoing six activity classes. It is observed that both systems have very different Doppler signatures, and are sensitive to the transmitter-target-receiver geometries. CSI has a better performance in Line-of-Sight (LoS) configurations, whereas PWR has better performance in bistatic configurations where the WiFi access point and radar receiver are spatially separated. It is envisioned that a more robust system should leverage strengths of both the CSI and PWR systems jointly to maximize their benefits in wireless sensing.
机译:WiFi Senseing在诸如医疗保健,智能运输和家庭自动化等许多应用中显示了有希望的潜力。在不使用任何合作设备的人类活动识别可以通过两种基于WiFi的方法来实现任何合作设备:频道状态信息(CSI)和被动WiFi雷达(PWR)来实现。 CSI系统直接依赖WiFi作为通信系统,而PWR将WiFi信号视为用于雷达信号处理的照明器。但是,对两种系统之间的相似性和差异并无完全的比较研究。要检查两个系统的性能,我们为CSI和PWR实现了两个硬件平台,并同时使用它们来捕获人类运动。在本文中,我们从两个系统中呈现多普勒测量,并使用从六个活动类的五个受试者获得的数据集进行比较它们的性能。观察到两个系统具有非常不同的多普勒签名,并且对发射器 - 目标接收器几何形状敏感。 CSI在视线上具有更好的性能(LOS)配置,而PWR在虚拟配置中具有更好的性能,其中WiFi接入点和雷达接收器在空间上分离。设想,更强大的系统应该利用CSI和PWR系统的优势,以使其在无线传感中最大化它们的益处。

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