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CSI-based Indoor Tracking with Positioning-Assisted

机译:基于CSI的室内跟踪,配有定位辅助

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摘要

High accurate indoor positioning and tracking is crucial to pervasive applications such as elderly care, intrusion monitor and behavior analysis. Recently, Channel State Information(CSI) as a fine grained physical layer information has been proposed to achieve high positioning accuracy by using laborious learning-based methods. In this work, we propose a CSI-based indoor tracking system which combines velocity estimation and dead reckoning to track human trajectory. Additionally, an efficient quantization method for depicting the correlation between human velocity and CSI dynamics is raised. On this basis, the results of indoor positioning could be used for trajectory initialization and calibration. Extensive experiments demonstrate that our system provides high accurate trajectory information.
机译:高准确的室内定位和跟踪对于普遍存在的应用,如老年人护理,入侵监测监测和行为分析至关重要。最近,已经提出了通过使用基于费力的学习的方法来实现高定位精度的通道状态信息(CSI)以实现高定位精度。在这项工作中,我们提出了一种基于CSI的室内跟踪系统,该系统结合了速度估计和死亡的速度来跟踪人类轨迹。另外,提高了用于描绘人速度和CSI动力学之间的相关性的有效量化方法。在此基础上,室内定位的结果可用于轨迹初始化和校准。广泛的实验表明,我们的系统提供了高精度的轨迹信息。

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