UJI Probes Revisited: Deeper Dive Into the Dataset of Wi-Fi Probe Requests

Tomas Bravenec;Joaquín Torres-Sospedra;Michael Gould;Tomas Fryza
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Abstract

This article centers on the deeper presentation of a new and publicly accessible dataset comprising Wi-Fi probe requests. Probe requests fall within the category of management frames utilized by the 802.11 (Wi-Fi) protocol. Given the ever-evolving technological landscape and the imperative need for up-to-date data, research on probe requests remains essential. In this context, we present a comprehensive dataset encompassing a one-month probe request capture conducted in a university office environment. This dataset accounts for a diverse range of scenarios, including workdays, weekends, and holidays, accumulating over 1 400 000 probe requests. Our contribution encompasses a detailed exposition of the dataset, delving into its critical facets. In addition to the raw packet capture, we furnish a detailed floor plan of the office environment, commonly referred to as a radio map, to equip dataset users with comprehensive environmental information. To safeguard user privacy, all individual user information within the dataset has been anonymized. This anonymization process rigorously balances the preservation of users' privacy with the dataset's analytical utility, rendering it nearly as informative as raw data for research purposes. Furthermore, we demonstrate a range of potential applications for this dataset, including but not limited to presence detection, expanded assessment of temporal received signal strength indicator stability, and evaluation of privacy protection measures. Apart from these, we also include temporal analysis of probe request transmission frequency and period between Wi-Fi scans as well as a peak into possibilities with pattern analysis.
重新审视 UJI 探测:深入挖掘 Wi-Fi 探测请求数据集
本文主要深入介绍了一个新的、可公开访问的数据集,该数据集由 Wi-Fi 探针请求组成。探针请求属于 802.11(Wi-Fi)协议使用的管理帧类别。鉴于技术领域的不断发展和对最新数据的迫切需求,对探测请求的研究仍然至关重要。在这种情况下,我们提出了一个综合数据集,其中包括在大学办公环境中进行的为期一个月的探测请求捕获。该数据集涵盖了工作日、周末和节假日等多种场景,累计探测请求超过 1 400 000 次。我们的贡献包括详细阐述数据集,深入研究其关键方面。除了原始数据包捕获外,我们还提供了详细的办公环境平面图(通常称为无线电地图),以便为数据集用户提供全面的环境信息。为了保护用户隐私,数据集中的所有个人用户信息都经过了匿名处理。这种匿名化处理过程在保护用户隐私和数据集的分析实用性之间实现了严格的平衡,使其在研究目的上几乎与原始数据一样具有信息量。此外,我们还展示了该数据集的一系列潜在应用,包括但不限于存在检测、时间接收信号强度指标稳定性的扩展评估以及隐私保护措施的评估。除此之外,我们还对探针请求传输频率和 Wi-Fi 扫描之间的周期进行了时间分析,并对模式分析的可能性进行了深入探讨。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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