EMG Pattern Recognition Control of the DEKA Arm: Impact on User Ratings of Satisfaction and Usability

The DEKA Arm has multiple degrees of freedom which historically have been operated primarily by inertial measurement units (IMUs). However, the IMUs are not appropriate for all potential users; new control methods are needed. The purposes of this study were: 1) to describe usability and satisfaction...

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Main Authors: Linda Resnik, Frantzy Acluche, Matt Borgia, Gail Latlief, Sam Phillips
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Journal of Translational Engineering in Health and Medicine
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8586894/
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author Linda Resnik
Frantzy Acluche
Matt Borgia
Gail Latlief
Sam Phillips
author_facet Linda Resnik
Frantzy Acluche
Matt Borgia
Gail Latlief
Sam Phillips
author_sort Linda Resnik
collection DOAJ
description The DEKA Arm has multiple degrees of freedom which historically have been operated primarily by inertial measurement units (IMUs). However, the IMUs are not appropriate for all potential users; new control methods are needed. The purposes of this study were: 1) to describe usability and satisfaction of two controls methods—IMU and myoelectric pattern recognition (EMG-PR) controls—and 2) to compare ratings by control and amputation level. A total of 36 subjects with transradial (TR) or transhumeral (TH) amputation participated in the study. The subjects included 11 EMG-PR users (82% TR) and 25 IMU users (68% TR). The study consisted of in-laboratory training (Part A) and home use (Part B). The subjects were administered the Trinity Amputation and Prosthesis Experience satisfaction scale and other usability and satisfaction measures. Wilcoxon rank-sum tests compared the differences by control type. The differences were compared for those who did and did not want a DEKA Arm. The preferences for features of the DEKA Arm were compared by control type. The comparisons revealed poorer ratings of skill, comfort, and weight among EMG-PR users. The TR amputees using IMUs rated usability more favorably. TH amputees rated usability similarly. The TR amputees using EMG-PR were less satisfied with weight, pinch grip, and wrist display, whereas the TH amputees were less satisfied with the full system, wires/cables, and battery. Usability and satisfaction declined after Part B for EMG-PR users. Overall, we found that the IMU users rated the DEKA Arm and the controls more favorably than the EMG-PR users. The findings indicate that the EMG-PR system we tested was less well accepted than the IMUs for control of the DEKA Arm.
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spelling doaj.art-c7e91663f79145358a736b5e49168c862022-12-21T18:35:52ZengIEEEIEEE Journal of Translational Engineering in Health and Medicine2168-23722019-01-01711310.1109/JTEHM.2018.28839438586894EMG Pattern Recognition Control of the DEKA Arm: Impact on User Ratings of Satisfaction and UsabilityLinda Resnik0https://orcid.org/0000-0002-0168-6759Frantzy Acluche1Matt Borgia2Gail Latlief3Sam Phillips4https://orcid.org/0000-0002-6896-8021Research Department, Providence VA Medical Center, Providence, RI, USAResearch Department, Providence VA Medical Center, Providence, RI, USAResearch Department, Providence VA Medical Center, Providence, RI, USADepartment of PM&R, James A. Haley Veterans’ Hospital, Tampa, FL, USADepartment of Rehabilitation and Engineering Laboratories, James A. Haley Veterans’ Hospital, Tampa, FL, USAThe DEKA Arm has multiple degrees of freedom which historically have been operated primarily by inertial measurement units (IMUs). However, the IMUs are not appropriate for all potential users; new control methods are needed. The purposes of this study were: 1) to describe usability and satisfaction of two controls methods—IMU and myoelectric pattern recognition (EMG-PR) controls—and 2) to compare ratings by control and amputation level. A total of 36 subjects with transradial (TR) or transhumeral (TH) amputation participated in the study. The subjects included 11 EMG-PR users (82% TR) and 25 IMU users (68% TR). The study consisted of in-laboratory training (Part A) and home use (Part B). The subjects were administered the Trinity Amputation and Prosthesis Experience satisfaction scale and other usability and satisfaction measures. Wilcoxon rank-sum tests compared the differences by control type. The differences were compared for those who did and did not want a DEKA Arm. The preferences for features of the DEKA Arm were compared by control type. The comparisons revealed poorer ratings of skill, comfort, and weight among EMG-PR users. The TR amputees using IMUs rated usability more favorably. TH amputees rated usability similarly. The TR amputees using EMG-PR were less satisfied with weight, pinch grip, and wrist display, whereas the TH amputees were less satisfied with the full system, wires/cables, and battery. Usability and satisfaction declined after Part B for EMG-PR users. Overall, we found that the IMU users rated the DEKA Arm and the controls more favorably than the EMG-PR users. The findings indicate that the EMG-PR system we tested was less well accepted than the IMUs for control of the DEKA Arm.https://ieeexplore.ieee.org/document/8586894/Patient satisfactionpattern recognitionprosthesisusability
spellingShingle Linda Resnik
Frantzy Acluche
Matt Borgia
Gail Latlief
Sam Phillips
EMG Pattern Recognition Control of the DEKA Arm: Impact on User Ratings of Satisfaction and Usability
IEEE Journal of Translational Engineering in Health and Medicine
Patient satisfaction
pattern recognition
prosthesis
usability
title EMG Pattern Recognition Control of the DEKA Arm: Impact on User Ratings of Satisfaction and Usability
title_full EMG Pattern Recognition Control of the DEKA Arm: Impact on User Ratings of Satisfaction and Usability
title_fullStr EMG Pattern Recognition Control of the DEKA Arm: Impact on User Ratings of Satisfaction and Usability
title_full_unstemmed EMG Pattern Recognition Control of the DEKA Arm: Impact on User Ratings of Satisfaction and Usability
title_short EMG Pattern Recognition Control of the DEKA Arm: Impact on User Ratings of Satisfaction and Usability
title_sort emg pattern recognition control of the deka arm impact on user ratings of satisfaction and usability
topic Patient satisfaction
pattern recognition
prosthesis
usability
url https://ieeexplore.ieee.org/document/8586894/
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