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Infrastructure-Less Indoor Localization Using the Microphone Magnetometer and Light Sensor of a Smartphone

机译:使用智能手机的麦克风磁力计和光传感器进行基础设施较少的室内本地化

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摘要

In this paper, we present the development of an infrastructure-less indoor location system (ILS), which relies on the use of a microphone, a magnetometer and a light sensor of a smartphone, all three of which are essentially passive sensors, relying on signals available practically in any building in the world, no matter how developed the region is. In our work, we merge the information from those sensors to estimate the user’s location in an indoor environment. A multivariate model is applied to find the user’s location, and we evaluate the quality of the resulting model in terms of sensitivity and specificity. Our experiments were carried out in an office environment during summer and winter, to take into account changes in light patterns, as well as changes in the Earth’s magnetic field irregularities. The experimental results clearly show the benefits of using the information fusion of multiple sensors when contrasted with the use of a single source of information.
机译:在本文中,我们介绍了无基础设施的室内定位系统(ILS)的开发,该系统依赖于麦克风,磁力计和智能手机的光传感器的使用,这三者基本上都是无源传感器,依赖于无论该区域的发展程度如何,信号几乎可以在世界上任何建筑物中使用。在我们的工作中,我们合并了这些传感器的信息,以估算用户在室内环境中的位置。应用了一个多元模型来查找用户的位置,然后我们根据敏感性和特异性评估所得模型的质量。我们的实验是在夏季和冬季的办公环境中进行的,目的是要考虑光模式的变化以及地球磁场不规则性的变化。实验结果清楚地表明,与使用单个信息源相比,使用多个传感器的信息融合的好处。

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