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The role of electromechanical delay in modelling the EMG-force relationship during quasi-dynamic contractions of the upper-limb

机译:机电延迟在上肢准动态收缩过程中的EMG力关系建模中的作用

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There is a discontinuity in published electromechanical delays (EMD) in upper-limb muscles and the state-of-the-art in modelling end-point force from electromyographic signals collected from one or more muscles. Published values are typically in the range of 10 to 30ms, depending on the nature of the contraction. In published literature where the EMG-force relationship is modelled, generally a delay of 100ms or more is induced during linear enveloping to match the EMD. The implications of EMD on end-point force prediction were considered using inter-session end-point force modelling with a support-vector-regression model. The delays were estimated using the first-order cross-correlation and the force and EMG signal were temporally aligned. The results show the delays vary by 20ms or more but did produce a notable trend based on elbow joint angle. We conclude that for upper-limb biomechanics modelling, the best practice is to align the force and EMG signals based on the induced delay during linear enveloping.
机译:在上肢肌肉中已公布的机电延迟(EMD)中存在中断,并且从一个或多个肌肉中收集的肌电信号对端点力进行建模的最新技术是不连续的。根据收缩的性质,发布的值通常在10到30毫秒的范围内。在已建立EMG力关系模型的已发表文献中,通常在线性包络过程中会引起100ms或更长时间的延迟,以匹配EMD。使用支持向量回归模型的会话间端点力建模,考虑了EMD对端点力预测的影响。使用一阶互相关估计延迟,并且力和EMG信号在时间上对齐。结果显示,延迟变化了20ms或更长时间,但基于肘关节角度确实产生了明显的趋势。我们得出结论,对于上肢生物力学建模,最佳实践是基于线性包络过程中的诱导延迟来对齐力和EMG信号。

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