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Biceps activity EMG pattern recognition using neural networks

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Bibliographic Details
Main Author: Sundaraj, Kenneth, Prof. Dr.
Other Authors: kenneth@unimap.edu.my
Format: Article
Language:English
Published: World Scientific and Engineering Academy and Society 2014
Subjects:
EMG
Neural networks
Pattern recognition
Online Access:http://dspace.unimap.edu.my:80/dspace/handle/123456789/33477
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spelling my.unimap-334772014-04-08T07:51:41Z Biceps activity EMG pattern recognition using neural networks Sundaraj, Kenneth, Prof. Dr. kenneth@unimap.edu.my EMG Neural networks Pattern recognition Link to publisher's homepage at http://www.wseas.org/ This paper presents a study of EMG signals pattern on an activated muscle. The main rationale is that the pattern of the EMG signal produced may differ depending on the activity of the muscle movement. Therefore, the purpose of this study was to demonstrate the effectiveness of the neural network on recognizing the pattern of certain activities evoked by muscle. Experiments were carried out on a selected muscle. Five subjects were asked to perform several series of voluntary movement with respect to the muscle concerned. From the EMG data obtained, four statistical features are computed and are applied to a feed-forward back-propagation neural network. Overall, the network can discriminate different EMG signal patterns with a successful rate of up to 88%. 2014-04-08T03:16:58Z 2014-04-08T03:16:58Z 2009 Article WSEAS International Conference on SENSORS and SIGNALS, 2008, pages 11-15 978-960-474-021-5 1790-5117 http://dspace.unimap.edu.my:80/dspace/handle/123456789/33477 http://www.wseas.us/e-library/conferences/2008/bucharest2/sensig/sensig01.pdf en World Scientific and Engineering Academy and Society
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic EMG
Neural networks
Pattern recognition
spellingShingle EMG
Neural networks
Pattern recognition
Sundaraj, Kenneth, Prof. Dr.
Biceps activity EMG pattern recognition using neural networks
description Link to publisher's homepage at http://www.wseas.org/
author2 kenneth@unimap.edu.my
author_facet kenneth@unimap.edu.my
Sundaraj, Kenneth, Prof. Dr.
format Article
author Sundaraj, Kenneth, Prof. Dr.
author_sort Sundaraj, Kenneth, Prof. Dr.
title Biceps activity EMG pattern recognition using neural networks
title_short Biceps activity EMG pattern recognition using neural networks
title_full Biceps activity EMG pattern recognition using neural networks
title_fullStr Biceps activity EMG pattern recognition using neural networks
title_full_unstemmed Biceps activity EMG pattern recognition using neural networks
title_sort biceps activity emg pattern recognition using neural networks
publisher World Scientific and Engineering Academy and Society
publishDate 2014
url http://dspace.unimap.edu.my:80/dspace/handle/123456789/33477
_version_ 1643797195894292480
score 13.15806

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