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Fingerprint in the Air: Using the RSS Data for Uniqueness Identification

机译:空中指纹:使用RSS数据进行唯一性识别

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Indoor localization, device identification, and wireless attendance security systems are widely used in recent years. There is always a premise that each person can carry only one wireless device by himself, which is no longer valid nowadays. To detect the uniqueness identification problem, the bio-assisted methods such as fingerprint, face or gait recognition systems are deployed near the entrance which are difficult to use. This paper studies such problem using RF RSS fingerprints which can be collected and modeled as time series. Then we can calculate the similarity of the time series to judge the uniqueness identification problem. Firstly, a naive algorithm using dynamic time warping is presented to simply compute the similarity the asynchronous time series. Then an improved algorithm is proposed to reduce the computational complexity while keeping the robustness. Simulation and experiments results show that our algorithms can perfectly detect the uniqueness identification problem with a reasonable cost.
机译:室内定位,设备识别和无线考勤安全系统近年来广泛使用。总是有一个前提,每个人都可以自己携带一个无线设备,现在不再有效。为了检测唯一性识别问题,诸如指纹,面部或步态识别系统之类的生物辅助方法部署在难以使用的入口附近。本文使用RF RSS指纹研究可以收集和建模为时间序列。然后我们可以计算时间序列的相似性以判断唯一性识别问题。首先,提出了一种使用动态时间扭曲的幼稚算法来简单地计算异步时间序列的相似性。然后,提出了一种改进的算法,以减少计算复杂性,同时保持稳健性。仿真和实验结果表明,我们的算法可以完全以合理的成本检测唯一性识别问题。

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