The detection of physical attacks against iBeacon transmitters

Chen Liu, Pengyu Zhao, Kaigui Bian, Tong Zhao, Yan Wei
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引用次数: 6

Abstract

iBeacon is a new technology proposed by Apple using Bluetooth Low Energy (BLE), which helps mobile devices understand their position on a micro-local scale, and facilitates the delivery of location-based content to mobile users. According to the iBeacon protocol, iBeacon transmitters only do one-way broadcast communication, and thus it is difficult to authenticate the legitimacy of the transmitters. In this paper, we focus on detecting the physical attacks against iBeacon transmitters- iBeacon transmitters can be stolen, tampered, faked and reused, which interfere with the legitimate iBeacon transmission, reduce the quality of service and ultimately degrade the user experience. We develop a detection system based on Hidden Markov Model running on the server-side to detect the misbehaving iBeacon transmitters without more energy consuming. Our system achieves 85% detection accuracy on average for all physical attack actions; meanwhile it has a 5% false alarm rate for non-attack situations in our designated trace experiments, and 100% correct binary judgements in the random-trace experiments. To the best of our knowledge, this is the first work that focuses on the iBeacon physical attack problem.
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检测针对iBeacon发射机的物理攻击
iBeacon是苹果公司提出的一项使用低功耗蓝牙(BLE)的新技术,它可以帮助移动设备在微本地规模上了解自己的位置,并方便向移动用户提供基于位置的内容。根据iBeacon协议,iBeacon发射机只进行单向广播通信,因此难以验证发射机的合法性。在本文中,我们重点检测针对iBeacon发射机的物理攻击——iBeacon发射机可以被窃取、篡改、伪造和重用,从而干扰合法的iBeacon传输,降低服务质量,最终降低用户体验。我们开发了一个基于隐马尔可夫模型的检测系统,该系统运行在服务器端,可以在不增加能耗的情况下检测iBeacon发送器的异常行为。我们的系统对所有物理攻击行为的平均检测准确率达到85%;同时,在我们指定的跟踪实验中,它对非攻击情况的虚警率为5%,在随机跟踪实验中,它对二元判断的正确率为100%。据我们所知,这是第一个关注iBeacon物理攻击问题的工作。
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