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WiTrace: Centimeter-Level Passive Gesture Tracking Using OFDM Signals

机译:Witrace:使用OFDM信号跟踪厘米级被动手势跟踪

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摘要

Gesture tracking is a basic Human-Computer Interaction mechanism to control devices, such as IoT and VR/AR devices. However, prior OFDM signal based systems focus on gesture recognition and provide results with insufficient accuracy, and thus, cannot be applied for high-precision gesture tracking. In this paper, we propose a CSI based device-free gesture tracking system, called WiTrace, which leverages the CSI values extracted from OFDM signals to enable accurate gesture tracking. For 1D tracking, WiTrace derives the phase of the signals reflected by the hand from the composite signals, and measures the phase changes to obtain the movement distance. For 2D tracking, WiTrace proposes the first CSI based scheme to accurately estimate the initial position, and adopts the Kalman Filter based on continuous Wiener process acceleration model to further filter out tracking noise. Our results show that WiTrace achieves an average accuracy of 6.23 cm for initial position estimation and achieves cm-level accuracy with average tracking errors of 1.46 cm and 2.09 cm for 1D tracking and 2D tracking, respectively.
机译:手势跟踪是一种基本的人机交互机制,可以控制设备,例如IOT和VR / AR设备。然而,基于DM信号的系统专注于手势识别,并提供不足的精度,因此,不能应用于高精度手势跟踪。在本文中,我们提出了一种名为Witrace的基于CSI的无设备手势跟踪系统,其利用了从OFDM信号提取的CSI值来实现准确的手势跟踪。对于1D跟踪,Witrace导出由手中从复合信号反射的信号的相位,并测量相位变化以获得移动距离。对于2D跟踪,Witrace提出了一种基于CSI的方案,以准确地估计初始位置,并基于连续维纳处理加速模型采用卡尔曼滤波器,以进一步滤除跟踪噪声。我们的研究结果表明,初级位置估计的平均精度为6.23厘米,达到CM级精度,平均跟踪误差为1.46厘米,1D跟踪和2D跟踪分别为2.09厘米。

著录项

  • 来源
    《IEEE transactions on mobile computing》 |2021年第4期|1730-1745|共16页
  • 作者单位

    Nanjing Univ State Key Lab Novel Software Technol Nanjing 210023 Peoples R China;

    Nanjing Univ State Key Lab Novel Software Technol Nanjing 210023 Peoples R China;

    Nanjing Univ State Key Lab Novel Software Technol Nanjing 210023 Peoples R China;

    Nanjing Univ State Key Lab Novel Software Technol Nanjing 210023 Peoples R China;

    Nanjing Univ State Key Lab Novel Software Technol Nanjing 210023 Peoples R China;

    Nanjing Univ State Key Lab Novel Software Technol Nanjing 210023 Peoples R China|Michigan State Univ Dept Sci & Engn E Lansing MI 48824 USA;

    Nanjing Univ State Key Lab Novel Software Technol Nanjing 210023 Peoples R China;

    Nanjing Univ State Key Lab Novel Software Technol Nanjing 210023 Peoples R China;

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

    Tracking; Wireless fidelity; Radar tracking; Phase measurement; Two dimensional displays; OFDM; Estimation; CSI; gesture tracking;

    机译:跟踪;无线保真;雷达跟踪;相位测量;二维显示器;OFDM;估计;CSI;手势跟踪;

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