A Deep CNN Framework for Neural Drive Estimation From HD-EMG Across Contraction Intensities and Joint Angles.

Yue Wen,Sangjoon J Kim,Simon Avrillon,Jackson T Levine,Francois Hug,Jose L Pons

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society（2022）

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摘要

With the proposed deep CNN, we could potentially build a neural-drive-based human-machine interface that is generalizable to different contraction tasks without retraining.

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关键词

Convolutional neural networks,Electromyography,Muscles,Electrodes,Task analysis,Legged locomotion,Neural networks,High-density electromyography (HD-EMG),neural drive,convolutional neural network (CNN),machine learning

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