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Localization of WiFi Devices Using Probe Requests Captured at Unmanned Aerial Vehicles

机译:使用在无人机上捕获的探测请求对WiFi设备进行本地化

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Localization of mobile wireless devices carries critical importance for applications such as search and rescue, public safety, surveillance, and occupancy monitoring. In this paper, we study the problem of localizing WiFi-enabled mobile devices such as smartphones and tablets using the measurements captured by an unmanned aerial vehicle (UAV). We make use of the continuously broadcasted WiFi probe requests from mobile devices, capture them at different locations at a WiFi sniffer carried by a UAV, and subsequently estimate the user's location using random-forest based machine learning technique. More specifically, the geographical area of interest is partitioned into multiple zones, and based on the measured probe requests, we are interested to identify the zone where the WiFi device is located. Our experimental results show that the WiFi device can be detected in correct occupancy zone with a 81.8% accuracy.
机译:移动无线设备的本地化对于搜索和救援,公共安全,监视和占用监控等应用至关重要。在本文中,我们研究了使用无人飞行器(UAV)捕获的测量来对支持WiFi的移动设备(如智能手机和平板电脑)进行本地化的问题。我们利用来自移动设备的连续广播的WiFi探测请求,在由无人机携带的WiFi嗅探器的不同位置捕获它们,然后使用基于随机森林的机器学习技术估算用户的位置。更具体地说,将感兴趣的地理区域划分为多个区域,并且根据测得的探测请求,我们有兴趣确定WiFi设备所在的区域。我们的实验结果表明,WiFi设备可以在正确的占用区域中以81.8%的精度进行检测。

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