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Step Length Estimation Using Handheld Inertial Sensors

机译:使用手持式惯性传感器的步长估计

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摘要

In this paper a novel step length model using a handheld Micro Electrical Mechanical System (MEMS) is presented. It combines the user's step frequency and height with a set of three parameters for estimating step length. The model has been developed and trained using 12 different subjects: six men and six women. For reliable estimation of the step frequency with a handheld device, the frequency content of the handheld sensor's signal is extracted by applying the Short Time Fourier Transform (STFT) independently from the step detection process. The relationship between step and hand frequencies is analyzed for different hand's motions and sensor carrying modes. For this purpose, the frequency content of synchronized signals collected with two sensors placed in the hand and on the foot of a pedestrian has been extracted. Performance of the proposed step length model is assessed with several field tests involving 10 test subjects different from the above 12. The percentages of error over the travelled distance using universal parameters and a set of parameters calibrated for each subject are compared. The fitted solutions show an error between 2.5 and 5% of the travelled distance, which is comparable with that achieved by models proposed in the literature for body fixed sensors only.
机译:在本文中,提出了一种使用手持式微机电系统(MEMS)的新型步长模型。它结合了用户的步频和身高以及一组用于估算步长的三个参数。该模型的开发和训练使用了12个不同的主题:六个男人和六个女人。为了可靠地估计手持设备的步频,可通过独立于步检测过程的短时傅立叶变换(STFT)来提取手持传感器信号的频率内容。针对不同的手部动作和传感器携带模式,分析了步频和手部频率之间的关系。为此,已经提取了由两个传感器分别放置在行人的手和脚下收集的同步信号的频率内容。建议的步长模型的性能通过涉及10个不同于上述12个测试对象的多个现场测试进行评估。使用通用参数和针对每个对象校准的一组参数,比较了行进距离上的误差百分比。拟合的解决方案显示的误差在行进距离的2.5%到5%之间,这与文献中仅针对人体固定传感器的模型所实现的误差相当。

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