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Simultaneous and Proportional Force Estimation in Multiple Degrees of Freedom From Intramuscular EMG

机译:肌内肌电信号多个自由度的同时和比例力估计

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摘要

This letter investigates simultaneous and proportional estimation of force in 2 degree-of-freedoms (DoFs) from intramuscular electromyography (EMG). Intramuscular EMG signals from three able-bodied subjects were recorded along with isometric forces in multiple DoF from the right arm. The association between five EMG features and force profiles was modeled using an artificial neural network. Correlation coefficients between the measured and the estimated forces were 0.85 ± 0.056 and 0.88 ± 0.05 without and with post processing, respectively. The results showed that force can be estimated in 2 DoFs with high accuracy and that the degree of performance depended on the force function (task) to be estimated.
机译:这封信调查了肌内肌电图(EMG)在2个自由度(DoF)中同时和按比例估计力的情况。记录了来自三个健全主体的肌内肌电信号以及来自右臂的多个自由度中的等距力。使用人工神经网络对五个EMG特征和力分布之间的关联进行建模。在不使用后处理的情况下,测得力与估计力之间的相关系数分别为0.85±0.056和0.88±0.05。结果表明,可以在2个自由度中高精度地估计力,并且性能程度取决于要估计的力函数(任务)。

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