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Survey of CSI fingerprinting-based indoor positioning and mobility tracking systems

机译:基于CSI指纹识别的室内定位和移动跟踪系统的调查

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摘要

Techniques for indoor positioning systems (IPSs) can be categorised as range-based or range-free. Range-based methods rely on geometric mappings to approximate a location given the calculated distances or angles from multiple reference points. In contrast, range-free strategies utilise fingerprinting, wherein an acquired fingerprint data is compared to a pre-collected dataset to identify the best position estimate. Among these, fingerprinting of channel state information (CSI) is preferred over other information such as received signal strength indicator as the former can exploit the effect of multipath propagation and is robust against non-line-of-sight channels. CSI has the potential to achieve cm-level positioning accuracy with a single reference point only. In this study, the authors survey CSI fingerprinting-based indoor positioning and mobility tracking systems. The process of fingerprinting that includes site surveying and signal preprocessing is discussed in detail. They determine the potential challenges of such systems and propose remedies to improve positioning accuracy. In general, spatial diversity, such as multiple-input multiple-output antennas and wireless sensor networks, or frequency diversity (e.g. high subcarrier count, frequency hopping mechanism) are exploited to achieve high positioning resolution. Such IPS can also be enhanced via additional sensors or spatial graphs for motion detection and tracking.
机译:室内定位系统(IPS)的技术可以分类为基于范围的范围或无距离。基于范围的方法依赖于几何映射,以近似于从多个参考点提供计算的距离或角度的位置。相反,无距离策略利用指纹识别,其中将获取的指纹数据与预收集的数据集进行比较,以识别最佳位置估计。其中,信道状态信息(CSI)的指纹识别是优选的,例如接收信号强度指示符,因为前者可以利用多径传播的效果并且对非视信频率鲁棒。 CSI具有仅通过单个参考点实现CM级定位精度。在本研究中,作者调查了CSI指纹的室内定位和移动跟踪系统。详细讨论了包括现场测量和信号预处理的指纹识别过程。他们确定了这种系统的潜在挑战,并提出了提高定位精度的补救措施。通常,利用空间分集,例如多输入多输出天线和无线传感器网络,或频率分集(例如,高子载波计数,跳频机构)以实现高定位分辨率。此类IPS也可以通过其他传感器或用于运动检测和跟踪的空间图来增强。

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