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EMG TAS APPARATUS AND METHOD FOR EXTRACTING TAS FEATURES FOR ANALYSIS FOR EMG SIGNAL

机译:EMG TAS设备和用于分析EMG信号的TAS特征提取方法

摘要

Embodiments relate to a top and slope (TAS) feature extraction device for EMG signal analysis and a method thereof. The device comprises: an EMG signal acquisition unit for acquiring an EMG signal according to a gait cycle period from a lower body of a user who is walking; an EMG signal converting unit for converting the acquired EMG signal into an absolute value and normalizing the absolute value-converted signal; a first feature element determination unit for determining a first feature element by using the ratio of the time, at which the maximum value of the normalized EMG signal is located, to the gait cycle period; a second feature element determination unit for calculating a slope between a floor and a valley adjacent to each other in the normalized EMG signal, and adding the calculated slope to determine a second feature element; and a feature determining unit for determining a feature of the EMG signal acquired by adding the first feature element and the second feature element. Thus, high accuracy can be obtained compared to the conventional feature extraction algorithm.
机译:实施例涉及用于EMG信号分析的顶部和斜坡(TAS)特征提取装置及其方法。该设备包括:EMG信号获取单元,用于根据步态周期从步行的用户的下半身获取EMG信号;以及EMG信号转换单元,用于将获取的EMG信号转换为绝对值,并对所述绝对值转换后的信号进行归一化;第一特征元素确定单元,用于通过使用所述标准化的EMG信号的最大值所在的时间与所述步态周期的比率来确定第一特征元素;第二特征元素确定单元,用于计算归一化的EMG信号中彼此相邻的底面和谷之间的斜率,并将所计算的斜率相加以确定第二特征元素;特征确定单元,用于确定通过将第一特征元素和第二特征元素相加而获得的EMG信号的特征。因此,与常规特征提取算法相比,可以获得高精度。

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