Feasibility Study of Advanced Neural Networks Applied to sEMG-Based Force Estimation

Feasibility Study of Advanced Neural Networks Applied to sEMG-Based Force Estimation

To find out the feasibility of different neural networks in sEMG-based force estimation, in this paper, three types of networks, namely convolutional neural network (CNN), long short-term memory (LSTM) network and their combination (C-LSTM) were applied to predict muscle force generated in static is...

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Bibliographic Details
Main Authors: Lingfeng Xu, Xiang Chen, Shuai Cao, Xu Zhang, Xun Chen
Format: Article
Language:English
Published: MDPI AG 2018-09-01
Series:Sensors
Subjects:
force estimation
surface electromyography
neural network
Online Access:http://www.mdpi.com/1424-8220/18/10/3226

Internet

http://www.mdpi.com/1424-8220/18/10/3226

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