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Pedestrian tracking through inertial measurements

机译:通过惯性测量的行人跟踪

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摘要

Most modern outdoor tracking systems utilize GPS technology. However, typical pedestrian environments tend to distort and block satellite signals, thereby making GPS communication systems unreliable. This is particularly true for indoor environments. An alternative pedestrian dead reckoning system based solely on inertial sensors is presented. Noisy acceleration signals result in a heavy velocity drift. This study proposes static-period and dynamic-period compensation methods that would allow for accurate 2-D positioning to be estimated. Data fitting techniques are used to reset velocity drift error after every step, thereby preventing accumulation of errors, as well as to compensate for the errors incurred during the step itself. Results show that the combined system is able to track rectilinear motion under normal walking conditions with an average accuracy of 1.4%, while various lengths of non-linear 2-D paths travelled by different users with varying gaits, paces and directions were successfully tracked with a maximum error of 5%.
机译:大多数现代户外跟踪系统利用GPS技术。然而,典型的行人环境倾向于扭曲和阻止卫星信号,从而使GPS通信系统不可靠。对于室内环境尤其如此。介绍了仅基于惯性传感器的替代行人死亡估算系统。嘈杂的加速度信号导致重速度漂移。本研究提出了静态周期和动态周期补偿方法,其允许估计准确的2-D定位。数据拟合技术用于复位每个步骤后的速度漂移误差,从而防止误差累积,以及补偿在步骤本身期间发生的误差。结果表明,该组合系统能够在正常行走条件下跟踪直线运动,平均精度为1.4%,而不同长度的不同用户一起出行的非线性2-D路径,具有不同的Gaits,步伐和方向的不同用户最大误差为5%。

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