Stacked Sparse Autoencoders for EMG-Based Classification of Hand Motions: A Comparative Multi Day Analyses between Surface and Intramuscular EMG

Advances in myoelectric interfaces have increased the use of wearable prosthetics including robotic arms. Although promising results have been achieved with pattern recognition-based control schemes, control robustness requires improvement to increase user acceptance of prosthetic hands. The aim of...

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Bibliographic Details
Published in:	Applied sciences Vol. 8; no. 7; p. 1126
Main Authors:	Zia ur Rehman, Muhammad, Gilani, Syed Omer, Waris, Asim, Niazi, Imran Khan, Slabaugh, Gregory, Farina, Dario, Kamavuako, Ernest Nlandu
Format:	Journal Article
Language:	English
Published:	Basel MDPI AG 01.07.2018
Subjects:	Algorithms Amputation Artificial intelligence autoencoders biomedical signal processing Chiropractic medicine Classification Deep learning deep networks Electrodes Electromyography intramuscular EMG Machine learning myocontrol Neural networks Pattern recognition Prostheses Robotics surface EMG Usability New Zealand United Kingdom > UK United States > US
ISSN:	2076-3417, 2076-3417
Online Access:	Get full text
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