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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期间建模EMGUS力关系的作用

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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:在从一个或多个肌肉中收集的电焦信号建模的终点力,在上肢肌肉中发表的机电延迟(EMD)存在不连续性。已发布的值通常在10至30ms的范围内,这取决于收缩的性质。在所公开的文献中,在建模EMG-力关系的情况下,通常在线包络期间引起100ms或更大的延迟以匹配EMD。使用与向向量 - 回归模型的会话间端点力建模进行考虑EMD对终点力预测的影响。使用一阶交叉相关估计延迟,并且力和EMG信号在时间上对齐。结果表明,延迟变化20ms或更大,但确实产生了基于肘关节角的显着趋势。我们得出结论,对于上肢生物力学建模,最佳做法是基于线性包络期间的诱导延迟对准力和EMG信号。

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