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A Novel Robust Step Detection Algorithm for Foot-Mounted IMU

机译:一种新型脚踏式IMU的鲁棒步骤检测算法

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摘要

Step detection is very important for the foot-mounted Pedestrian Dead Reckoning (PDR) system. To deal with the false detection caused by variant stepping modes and occasional disturbance, a novel robust step detection algorithm is proposed. The proposed algorithm detects the number of steps and zero-velocity phase using data from inertial sensors mounted on the user’s foot. It includes two parts: a novel anti-fault detection algorithm and a novel zero-velocity detection method, which are used to reduce the over-detection and miss-detection of steps, respectively. Field tests show that the proposed approach is robust under varying motion speeds in different step modes for different persons and the average accuracy of the proposed algorithm is 99.94% in all motion modes, which significantly exceeds conventional estimation approaches in terms of step detection accuracy.
机译:步骤检测对于脚踏的行人死亡率(PDR)系统非常重要。为了应对由变型踩踏模式和偶尔干扰引起的假检测,提出了一种新颖的稳健步骤检测算法。所提出的算法使用安装在用户脚上的惯性传感器的数据检测步骤和零速度阶段的数量。它包括两部分:一种新型防故障检测算法和新型零速度检测方法,用于分别减少步骤的过度检测和错过检测。场测试表明,所提出的方法在不同人员的不同步骤模式下的不同运动速度是鲁棒的,并且所提出的算法的平均精度在所有运动模式中为99.94%,这在步骤检测精度方面显着超过了传统估计方法。

著录项

  • 来源
    《Sensors Journal, IEEE》 |2021年第4期|5331-5339|共9页
  • 作者单位

    College of Intelligent Systems Science and Engineering Harbin Engineering University Harbin China;

    College of Intelligent Systems Science and Engineering Harbin Engineering University Harbin China;

    College of Intelligent Systems Science and Engineering Harbin Engineering University Harbin China;

    College of Intelligent Systems Science and Engineering Harbin Engineering University Harbin China;

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

    Legged locomotion; Acceleration; Detection algorithms; Foot; Phase detection;

    机译:腿运动;加速;检测算法;脚;相位检测;

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