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Time series analysis of body sway caused by several matrix-shaped tactile stimuli on body trunk

机译:几种矩形触觉刺激在车身躯干上引起的身体摇摆的时间序列分析

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摘要

Postural control is an essential function of the human body that uses several senses and information from the body as input, processes the input and then provides output to the muscles for control. In this study, we examine a method wherein several matrix-shaped tactile stimuli (MSTS) located on the skin of the trunk are used to away subjects' bodies. To clarify the relationship between body sway and the MSTS, the subjects were tracked using a high-speed camera, a foot pressure distribution measuring instrument, and two acceleration sensors. Owing to the nature of using human subjects, the resulting data had high variance; therefore, each trial data set exhibits different features. The effects of each MSTS on body sway and the dynamics of body sway are discussed and evaluated here. Additionally, we propose a single trial analysis method based on the clustering based Gaussian mixture model and smoothing filtering.
机译:姿势控制是人体的基本函数,它使用几种感官和来自身体的信息作为输入,处理输入,然后为肌肉提供输出进行控制。在这项研究中,我们检查了一种方法,其中位于树干的皮肤上的几种基质形状触觉刺激(MSTS)用于远离受试者的体。为了澄清身体摇摆和MST的关系,使用高速摄像头,脚压分布测量仪和两个加速度传感器跟踪受试者。由于使用人类受试者的性质,所得到的数据方差高;因此,每个试用数据集具有不同的特征。讨论并在此评估每种MSTS对体摇摆的效果和体摇摆的动力学。此外,我们提出了一种基于基于聚类的高斯混合模型和平滑滤波的单一试验分析方法。

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