Estimation of knee joint movement using single-channel sEMG signals with a feature-guided convolutional neural network

Estimating human motion intention, such as intent joint torque and movement, plays a crucial role in assistive robotics for ensuring efficient and safe human-robot interaction. For coupled human-robot systems, surface electromyography (sEMG) signal has been proven as an effective means for estimatin...

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Bibliographic Details
Main Authors: Song Zhang, Jiewei Lu, Weiguang Huo, Ningbo Yu, Jianda Han
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-10-01
Series:Frontiers in Neurorobotics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fnbot.2022.978014/full