Decoding Muscle Force From Motor Unit Firings Using Encoder-Decoder Networks

Appropriate interpretation of motor unit (MU) activities after surface EMG (sEMG) decomposition is a key factor to decode motor intentions in a noninvasive and physiologically meaningful way. However, there are great challenges due to the difficulty in cross-trial MU tracking and unavoidable loss of...

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Bibliographic Details
Published in:	IEEE transactions on neural systems and rehabilitation engineering Vol. 29; pp. 2484 - 2495
Main Authors:	Tang, Xiao, Zhang, Xu, Chen, Maoqi, Chen, Xiang, Chen, Xun
Format:	Journal Article
Language:	English
Published:	United States IEEE 2021 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Coders Computer applications Decoding Decomposition Deep learning Electrodes Electromyography EMG decomposition Encoders-Decoders Estimation Force Humans Mechanical Phenomena motor unit Movement Muscle Contraction Muscle force estimation Muscle, Skeletal Muscles neural drive information Thumb Tracking Waveforms
ISSN:	1534-4320, 1558-0210, 1558-0210
Online Access:	Get full text
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