Loading…

A comparison between force and position control strategies in myoelectric prostheses

This work studies the simultaneous and proportional myoelectric force and position estimation of multiple degrees of freedom (DOFs) for unilateral transradial amputees. Two experiments were conducted to compare force and position control paradigms. In the first, a force experiment, subjects performe...

Full description

Saved in:
Bibliographic Details
Main Authors: Ameri, A., Englehart, K. B., Parker, P. A.
Format: Conference Proceeding
Language:English
Subjects:
Online Access:Request full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by
cites
container_end_page 1345
container_issue
container_start_page 1342
container_title
container_volume 2012
creator Ameri, A.
Englehart, K. B.
Parker, P. A.
description This work studies the simultaneous and proportional myoelectric force and position estimation of multiple degrees of freedom (DOFs) for unilateral transradial amputees. Two experiments were conducted to compare force and position control paradigms. In the first, a force experiment, subjects performed isometric contractions, while the force applied by the limb and EMG were recorded. In the second, a position experiment, dynamic contractions were permitted during which position of the limb and EMG were measured. Artificial neural networks (ANNs) were trained to estimate force/position from EMG of the contralateral limb during mirrored bilateral contractions. This study involved contractions with combined activations of three DOFs including wrist: flexion/extension, radial/ulnar deviation and forearm supination/pronation. For the given data set, while force estimation demonstrated high accuracy (R 2 =0.84±0.02), position estimation performance was relatively poor (R 2 =0.57±0.05). Two healthy subjects participated in this work.
doi_str_mv 10.1109/EMBC.2012.6346186
format conference_proceeding
fullrecord <record><control><sourceid>proquest_6IE</sourceid><recordid>TN_cdi_proquest_miscellaneous_1283733784</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ieee_id>6346186</ieee_id><sourcerecordid>1283733784</sourcerecordid><originalsourceid>FETCH-LOGICAL-i301t-5c227c8bfcbb9adffae63b86b4ed63fb25a9d6e14232f5f3d72bd731a7b84d813</originalsourceid><addsrcrecordid>eNotkMtOwzAQRc1LtJR-AGLjJZuUjO3YzrJU5SEVsSkSu8h2JmCUxCV2hfr3RKKzmcU5uqO5hNxAvgDIy_v168NqwXJgC8mFBC1PyLxUGkShFCit4JRMoSh0NsLijFyBYEIIgFKejyAvRSa1-piQeYzf-TgaNM_FJZkwzqUEoaZku6QudDsz-Bh6ajH9Iva0CYNDavqa7kL0yY_IhT4NoaUxDSbhp8dIfU-7Q8AWXRq8o7shxPSFEeM1uWhMG3F-3DPy_rjerp6zzdvTy2q5yTzPIWWFY0w5bRtnbWnqpjEoudXSCqwlbywrTFlLHL_irCkaXitma8XBKKtFrYHPyN1_7nj6Z48xVZ2PDtvW9Bj2sQKmueJcaTGqt_-qR8RqN_jODIfqWCv_Aw4xZxk</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>conference_proceeding</recordtype><pqid>1283733784</pqid></control><display><type>conference_proceeding</type><title>A comparison between force and position control strategies in myoelectric prostheses</title><source>IEEE Electronic Library (IEL) Conference Proceedings</source><creator>Ameri, A. ; Englehart, K. B. ; Parker, P. A.</creator><creatorcontrib>Ameri, A. ; Englehart, K. B. ; Parker, P. A.</creatorcontrib><description>This work studies the simultaneous and proportional myoelectric force and position estimation of multiple degrees of freedom (DOFs) for unilateral transradial amputees. Two experiments were conducted to compare force and position control paradigms. In the first, a force experiment, subjects performed isometric contractions, while the force applied by the limb and EMG were recorded. In the second, a position experiment, dynamic contractions were permitted during which position of the limb and EMG were measured. Artificial neural networks (ANNs) were trained to estimate force/position from EMG of the contralateral limb during mirrored bilateral contractions. This study involved contractions with combined activations of three DOFs including wrist: flexion/extension, radial/ulnar deviation and forearm supination/pronation. For the given data set, while force estimation demonstrated high accuracy (R 2 =0.84±0.02), position estimation performance was relatively poor (R 2 =0.57±0.05). Two healthy subjects participated in this work.</description><identifier>ISSN: 1094-687X</identifier><identifier>ISBN: 1424441196</identifier><identifier>ISBN: 9781424441198</identifier><identifier>EISSN: 1558-4615</identifier><identifier>EISSN: 2694-0604</identifier><identifier>EISBN: 9781457717871</identifier><identifier>EISBN: 1457717875</identifier><identifier>DOI: 10.1109/EMBC.2012.6346186</identifier><identifier>PMID: 23366147</identifier><language>eng</language><publisher>IEEE</publisher><subject>Artificial neural networks ; Dynamics ; Electromyography ; Estimation ; Force ; Muscles ; Position control</subject><ispartof>2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012, Vol.2012, p.1342-1345</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/6346186$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,314,780,784,789,790,2058,27924,27925,54920</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/6346186$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Ameri, A.</creatorcontrib><creatorcontrib>Englehart, K. B.</creatorcontrib><creatorcontrib>Parker, P. A.</creatorcontrib><title>A comparison between force and position control strategies in myoelectric prostheses</title><title>2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society</title><addtitle>EMBC</addtitle><description>This work studies the simultaneous and proportional myoelectric force and position estimation of multiple degrees of freedom (DOFs) for unilateral transradial amputees. Two experiments were conducted to compare force and position control paradigms. In the first, a force experiment, subjects performed isometric contractions, while the force applied by the limb and EMG were recorded. In the second, a position experiment, dynamic contractions were permitted during which position of the limb and EMG were measured. Artificial neural networks (ANNs) were trained to estimate force/position from EMG of the contralateral limb during mirrored bilateral contractions. This study involved contractions with combined activations of three DOFs including wrist: flexion/extension, radial/ulnar deviation and forearm supination/pronation. For the given data set, while force estimation demonstrated high accuracy (R 2 =0.84±0.02), position estimation performance was relatively poor (R 2 =0.57±0.05). Two healthy subjects participated in this work.</description><subject>Artificial neural networks</subject><subject>Dynamics</subject><subject>Electromyography</subject><subject>Estimation</subject><subject>Force</subject><subject>Muscles</subject><subject>Position control</subject><issn>1094-687X</issn><issn>1558-4615</issn><issn>2694-0604</issn><isbn>1424441196</isbn><isbn>9781424441198</isbn><isbn>9781457717871</isbn><isbn>1457717875</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2012</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><recordid>eNotkMtOwzAQRc1LtJR-AGLjJZuUjO3YzrJU5SEVsSkSu8h2JmCUxCV2hfr3RKKzmcU5uqO5hNxAvgDIy_v168NqwXJgC8mFBC1PyLxUGkShFCit4JRMoSh0NsLijFyBYEIIgFKejyAvRSa1-piQeYzf-TgaNM_FJZkwzqUEoaZku6QudDsz-Bh6ajH9Iva0CYNDavqa7kL0yY_IhT4NoaUxDSbhp8dIfU-7Q8AWXRq8o7shxPSFEeM1uWhMG3F-3DPy_rjerp6zzdvTy2q5yTzPIWWFY0w5bRtnbWnqpjEoudXSCqwlbywrTFlLHL_irCkaXitma8XBKKtFrYHPyN1_7nj6Z48xVZ2PDtvW9Bj2sQKmueJcaTGqt_-qR8RqN_jODIfqWCv_Aw4xZxk</recordid><startdate>20120101</startdate><enddate>20120101</enddate><creator>Ameri, A.</creator><creator>Englehart, K. B.</creator><creator>Parker, P. A.</creator><general>IEEE</general><scope>6IE</scope><scope>6IH</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIO</scope><scope>7X8</scope></search><sort><creationdate>20120101</creationdate><title>A comparison between force and position control strategies in myoelectric prostheses</title><author>Ameri, A. ; Englehart, K. B. ; Parker, P. A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i301t-5c227c8bfcbb9adffae63b86b4ed63fb25a9d6e14232f5f3d72bd731a7b84d813</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2012</creationdate><topic>Artificial neural networks</topic><topic>Dynamics</topic><topic>Electromyography</topic><topic>Estimation</topic><topic>Force</topic><topic>Muscles</topic><topic>Position control</topic><toplevel>online_resources</toplevel><creatorcontrib>Ameri, A.</creatorcontrib><creatorcontrib>Englehart, K. B.</creatorcontrib><creatorcontrib>Parker, P. A.</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan (POP) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE/IET Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP) 1998-present</collection><collection>MEDLINE - Academic</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Ameri, A.</au><au>Englehart, K. B.</au><au>Parker, P. A.</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>A comparison between force and position control strategies in myoelectric prostheses</atitle><btitle>2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society</btitle><stitle>EMBC</stitle><date>2012-01-01</date><risdate>2012</risdate><volume>2012</volume><spage>1342</spage><epage>1345</epage><pages>1342-1345</pages><issn>1094-687X</issn><eissn>1558-4615</eissn><eissn>2694-0604</eissn><isbn>1424441196</isbn><isbn>9781424441198</isbn><eisbn>9781457717871</eisbn><eisbn>1457717875</eisbn><abstract>This work studies the simultaneous and proportional myoelectric force and position estimation of multiple degrees of freedom (DOFs) for unilateral transradial amputees. Two experiments were conducted to compare force and position control paradigms. In the first, a force experiment, subjects performed isometric contractions, while the force applied by the limb and EMG were recorded. In the second, a position experiment, dynamic contractions were permitted during which position of the limb and EMG were measured. Artificial neural networks (ANNs) were trained to estimate force/position from EMG of the contralateral limb during mirrored bilateral contractions. This study involved contractions with combined activations of three DOFs including wrist: flexion/extension, radial/ulnar deviation and forearm supination/pronation. For the given data set, while force estimation demonstrated high accuracy (R 2 =0.84±0.02), position estimation performance was relatively poor (R 2 =0.57±0.05). Two healthy subjects participated in this work.</abstract><pub>IEEE</pub><pmid>23366147</pmid><doi>10.1109/EMBC.2012.6346186</doi><tpages>4</tpages></addata></record>
fulltext fulltext_linktorsrc
identifier ISSN: 1094-687X
ispartof 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012, Vol.2012, p.1342-1345
issn 1094-687X
1558-4615
2694-0604
language eng
recordid cdi_proquest_miscellaneous_1283733784
source IEEE Electronic Library (IEL) Conference Proceedings
subjects Artificial neural networks
Dynamics
Electromyography
Estimation
Force
Muscles
Position control
title A comparison between force and position control strategies in myoelectric prostheses
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-06T11%3A39%3A51IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_6IE&rft_val_fmt=info:ofi/fmt:kev:mtx:book&rft.genre=proceeding&rft.atitle=A%20comparison%20between%20force%20and%20position%20control%20strategies%20in%20myoelectric%20prostheses&rft.btitle=2012%20Annual%20International%20Conference%20of%20the%20IEEE%20Engineering%20in%20Medicine%20and%20Biology%20Society&rft.au=Ameri,%20A.&rft.date=2012-01-01&rft.volume=2012&rft.spage=1342&rft.epage=1345&rft.pages=1342-1345&rft.issn=1094-687X&rft.eissn=1558-4615&rft.isbn=1424441196&rft.isbn_list=9781424441198&rft_id=info:doi/10.1109/EMBC.2012.6346186&rft.eisbn=9781457717871&rft.eisbn_list=1457717875&rft_dat=%3Cproquest_6IE%3E1283733784%3C/proquest_6IE%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-i301t-5c227c8bfcbb9adffae63b86b4ed63fb25a9d6e14232f5f3d72bd731a7b84d813%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=1283733784&rft_id=info:pmid/23366147&rft_ieee_id=6346186&rfr_iscdi=true