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Wi-Fi Fine Time Measurement: Data Analysis and Processing for Indoor Localisation

机译:Wi-Fi精细时间测量:室内定位的数据分析和处理

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摘要

Indoor positioning systems have received increasing attention for supporting location-based services in indoor environments. Wi-Fi based indoor localisation has become attractive due to its extensive distribution and low cost properties. IEEE 802.11-2016 now includes a Wi-Fi Fine Time Measurement (FTM) protocol which can be used for Wi-Fi ranging between intelligent terminal and Wi-Fi access point. This paper introduces a framework of Wi-Fi FTM data acquisition and processing that can be used for indoor localisation. We analyse the main factors that affect the accuracy of Wi-Fi ranging and propose a calibration, filtering and modelling algorithm that can effectively reduce the ranging error caused by clock deviation, non-line-of-sight (NLOS) and multipath propagation. Experimental results show that the proposed calibration and filtering method is able to achieve metre-level ranging accuracy in case of line-of-sight by using large bandwidth. Estimation results also show that the proposed Wi-Fi ranging model provides an accurate ranging performance in NLOS and multipath contained indoor environment; the final positioning error is less than 2 center dot 2 m with a stable output frequency of 3 Hz.
机译:室内定位系统已收到支持在室内环境中支持基于位置的服务的关注。由于其广泛的分配和低成本特性,基于Wi-Fi的室内定位变得有吸引力。 IEEE 802.11-2016现在包括Wi-Fi精细时间测量(FTM)协议,可用于智能终端和Wi-Fi接入点之间的Wi-Fi。本文介绍了可用于室内定位的Wi-Fi FTM数据采集和处理的框架。我们分析了影响Wi-Fi测距的准确性的主要因素,并提出了一种校准,过滤和建模算法,可以有效地减少时钟偏差,非视线(NLOS)和多径传播引起的测距误差。实验结果表明,建议的校准和滤波方法能够通过使用大带宽在视线上实现仪表级测距精度。估计结果还表明,所提出的Wi-Fi测距模型在NLOS和Multipath中提供了一种准确的测距性能,包含室内环境;最终定位误差小于2个中心点2 m,具有3 Hz的稳定输出频率。

著录项

  • 来源
    《The Journal of Navigation》 |2020年第5期|1106-1128|共23页
  • 作者单位

    Wuhan Univ State Key Lab Informat Engn Survey Mapping & Remo Wuhan 470002 Peoples R China;

    Wuhan Univ State Key Lab Informat Engn Survey Mapping & Remo Wuhan 470002 Peoples R China;

    Wuhan Univ State Key Lab Informat Engn Survey Mapping & Remo Wuhan 470002 Peoples R China;

    Wuhan Univ State Key Lab Informat Engn Survey Mapping & Remo Wuhan 470002 Peoples R China;

    Wuhan Univ State Key Lab Informat Engn Survey Mapping & Remo Wuhan 470002 Peoples R China;

    Wuhan Univ State Key Lab Informat Engn Survey Mapping & Remo Wuhan 470002 Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Indoor Positioning; Wi-Fi Fine Time Measurement; Data Acquisition and Processing;

    机译:室内定位;Wi-Fi精细时间测量;数据采集和处理;

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