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On Location Privacy in LTE Networks

机译:LTE网络中的位置隐私

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摘要

Location privacy is an ever increasing concern as the pervasiveness of computing becomes more ubiquitous. This is especially apparent at the intersection of privacy, convenience, and quality of service in cellular networks. In this paper, we show the long term evolution (LTE) signaling plane to be vulnerable to location-based attacks via the timing advance (TA) parameter. To this end, we adapt the Cramér-Rao lower bound for timing advance-based estimation and show the associated estimator to be efficient. The analysis is complemented with numerical studies that feature synthetic and real-world data collected in existing LTE network deployments. Additionally, the Cellular Synchronization Assisted Refinement algorithm, a method of TA-based attack augmentation is examined. We show how it can simultaneously improve location resolution and negate the effects of poor network infrastructure geometry. The analysis and simulation demonstrate that a localization attack can yield resolution as high as 40 m.
机译:随着计算的普及变得越来越普遍,位置隐私越来越受到关注。这在蜂窝网络的隐私,便利性和服务质量的交集中尤其明显。在本文中,我们显示了长期演进(LTE)信号平面通过定时提前(TA)参数容易受到基于位置的攻击。为此,我们将Cramér-Rao下限调整为基于时序提前的估计,并表明相关的估计器是有效的。该分析辅以数值研究,以现有LTE网络部署中收集的合成数据和真实数据为特色。此外,还研究了基于蜂窝同步的辅助细化算法(一种基于TA的攻击增强方法)。我们展示了它如何能够同时提高位置分辨率并消除不良的网络基础架构几何形状的影响。分析和仿真表明,定位攻击可以产生高达40 m的分辨率。

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