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首页> 外文期刊>IEEE Transactions on Vehicular Technology >Accurate Indoor Localization Assisted With Optimizing Array Orientations and Receiver Positions
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Accurate Indoor Localization Assisted With Optimizing Array Orientations and Receiver Positions

机译:通过优化阵列方向和接收器位置来辅助精确的室内定位

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摘要

Owing to the multiple antennas equipped at modern Wi-Fi infrastructures, the angle-of-arrival (AoA) based indoor localization systems have successfully achieved the accuracy of tens of centimeters. However, the high accuracy is acquired at the cost of employing the additional resources in the domains of frequency, space or time, which requires complex processing and hinders the practical application. In this paper, we present the design and implementation of RcLoc, which takes full advantages of the flexible array orientations and receiver positions, based on limited resources. Particularly, RcLoc devises a receiver configuration scheme for guiding the system deployment. Optimized array orientation could effectively improve the AoA estimation accuracy and well-designed receiver positions contribute to the Cramer-Rao lower bound of localization error. In the stage of system realization, we further devise an array calibration method to calibrate the actual array and develop an improved AoA estimation algorithm, which make RcLoc robust to the array arrangement. We prototype RcLoc on commodity Wi-Fi devices without manual intervention. Comprehensive experiments in a multipath-rich indoor environment show that RcLoc achieves a median localization accuracy of 0.4 m, which provides useful insights for receiver deployment.
机译:由于现代Wi-Fi基础设施配备了多个天线,基于到达角(AoA)的室内定位系统已成功实现了几十厘米的精度。然而,以在频率,空间或时间的领域中使用附加资源为代价获得了高精度,这需要复杂的处理并且阻碍了实际应用。在本文中,我们介绍了RcLoc的设计和实现,它基于有限的资源,充分利用了灵活的阵列方向和接收器位置的优势。特别是,RcLoc设计了一种用于指导系统部署的接收器配置方案。优化的阵列方向可以有效地提高AoA估计的准确性,设计合理的接收器位置有助于Cramer-Rao定位误差的下限。在系统实现阶段,我们进一步设计了一种阵列标定方法对实际阵列进行标定,并开发了一种改进的AoA估计算法,使RcLoc对阵列的鲁棒性强。我们在商用Wi-Fi设备上原型化RcLoc,无需人工干预。在多路径丰富的室内环境中进行的综合实验表明,RcLoc的中位定位精度为0.4 m,这为接收器部署提供了有用的见识。

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