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Pressure-Pair-Based Floor Localization System Using Barometric Sensors on Smartphones

机译:在智能手机上使用气压传感器的基于压力对的地板定位系统

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摘要

As smartphone technology advances and its market penetration increases, indoor positioning for smartphone users is becoming an increasingly important issue. Floor localization is especially critical to indoor positioning techniques. Numerous research efforts have been proposed for improving the floor localization accuracy using information from barometers, accelerometers, Bluetooth Low Energy (BLE), and Wi-Fi signals. Despite these existing efforts, no approach has been able to determine what floor smartphone users are on with near 100% accuracy. To address this problem, we present a novel pressure-pair based method called FloorPair, which offers near 100% accurate floor localization. The rationale of FloorPair is to construct a relative pressure map using highly accurate relative pressure values from smartphones with two novel features: first, we marginalized the uncertainty from sensor drifts and unreliable absolute pressure values of barometers by paring the pressure values of two floors, and second, we maintained high accuracy over time by applying an iterative optimization method, making our method sustainable. We evaluated the validity of the FloorPair approach by conducting extensive field experiments in various types of buildings to show that FloorPair is an accurate and sustainable floor localization method.
机译:随着智能手机技术的发展和市场渗透率的提高,智能手机用户的室内定位正变得越来越重要。地板定位对于室内定位技术尤其重要。已经提出了许多研究成果,以利用气压计,加速度计,低功耗蓝牙(BLE)和Wi-Fi信号中的信息来提高地板的定位精度。尽管进行了这些现有的努力,但尚无任何方法能够以接近100%的准确性确定智能手机用户所在的楼层。为了解决这个问题,我们提出了一种基于压力对的新颖方法,称为FloorPair,该方法可提供接近100%的精确地板定位。 FloorPair的基本原理是使用具有两个新功能的来自智能手机的高度精确的相对压力值来构建相对压力图:首先,我们通过分析两个楼层的压力值,将传感器漂移的不确定性和气压计的不可靠绝对压力值边缘化,并且其次,通过应用迭代优化方法,我们可以长期保持高精度,从而使我们的方法具有可持续性。我们通过在各种类型的建筑物中进行广泛的现场实验来评估FloorPair方法的有效性,以证明FloorPair是一种准确且可持续的地板本地化方法。

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