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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 There is always a premise that each person can carry only one wireless device by himself, which is no longer valid nowadays.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:近年来,室内定位,设备标识和无线考勤安全系统被广泛使用。始终有一个前提,即每个人自己只能携带一个无线设备,如今这已不再有效。为了检测唯一性识别问题,在入口附近部署了生物辅助方法,例如指纹,面部或步态识别系统,这些方法难以使用。本文使用RF RSS指纹研究了此类问题,该指纹可以按时间序列进行收集和建模。然后我们可以计算时间序列的相似性来判断唯一性识别问题。首先,提出了一种使用动态时间规整的朴素算法来简单地计算异步时间序列的相似度。然后提出了一种改进的算法,在保持鲁棒性的同时降低了计算复杂度。仿真和实验结果表明,我们的算法能够以合理的成本完美地检测出唯一性识别问题。

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