Validation test on thresholds for wheelchair power-assist system activation using population data
Power-assist wheelchair consist of DC motors to ease the propulsion for upper limb impairment person. Surface electromyography (sEMG) is one of methods to activate it. The purpose of this study was to investigate the threshold for Motor Unit Action Potential (MUAP) to activate the power-assist syste...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Science & Engineering Research Support Society
2020
|
Subjects: | |
Online Access: | http://umpir.ump.edu.my/id/eprint/28660/1/Validation%20test%20on%20thresholds%20for%20wheelchair%20power-assist.pdf |
_version_ | 1825813393721786368 |
---|---|
author | M. H., Muhammad Sidik S. A., Che Ghani R. A. R., Maarof |
author_facet | M. H., Muhammad Sidik S. A., Che Ghani R. A. R., Maarof |
author_sort | M. H., Muhammad Sidik |
collection | UMP |
description | Power-assist wheelchair consist of DC motors to ease the propulsion for upper limb impairment person. Surface electromyography (sEMG) is one of methods to activate it. The purpose of this study was to investigate the threshold for Motor Unit Action Potential (MUAP) to activate the power-assist system. MUAPPEAK for contact and recovery phases for 3 participants were collected to be used in validation test to find the most suitable threshold. The threshold are based on mean and standard deviation (SD) of the population data. Result shows no suitable threshold for participant 1, mean for muscle group BIC & TRI for participant 2 (8.77% TP and 0% FN) and participant 3 is fit to both mean and SD for EXT & FIX. As a result, there is no single threshold that fit to all person. Dynamic thresholds or additional threshold determination methods are required to ameliorate the system |
first_indexed | 2024-03-06T12:43:22Z |
format | Article |
id | UMPir28660 |
institution | Universiti Malaysia Pahang |
language | English |
last_indexed | 2024-03-06T12:43:22Z |
publishDate | 2020 |
publisher | Science & Engineering Research Support Society |
record_format | dspace |
spelling | UMPir286602020-07-03T08:38:22Z http://umpir.ump.edu.my/id/eprint/28660/ Validation test on thresholds for wheelchair power-assist system activation using population data M. H., Muhammad Sidik S. A., Che Ghani R. A. R., Maarof TJ Mechanical engineering and machinery Power-assist wheelchair consist of DC motors to ease the propulsion for upper limb impairment person. Surface electromyography (sEMG) is one of methods to activate it. The purpose of this study was to investigate the threshold for Motor Unit Action Potential (MUAP) to activate the power-assist system. MUAPPEAK for contact and recovery phases for 3 participants were collected to be used in validation test to find the most suitable threshold. The threshold are based on mean and standard deviation (SD) of the population data. Result shows no suitable threshold for participant 1, mean for muscle group BIC & TRI for participant 2 (8.77% TP and 0% FN) and participant 3 is fit to both mean and SD for EXT & FIX. As a result, there is no single threshold that fit to all person. Dynamic thresholds or additional threshold determination methods are required to ameliorate the system Science & Engineering Research Support Society 2020 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/28660/1/Validation%20test%20on%20thresholds%20for%20wheelchair%20power-assist.pdf M. H., Muhammad Sidik and S. A., Che Ghani and R. A. R., Maarof (2020) Validation test on thresholds for wheelchair power-assist system activation using population data. International Journal of Advanced Science and Technology, 29 (8S). pp. 4387-4395. ISSN 2005-4238. (Published) http://sersc.org/journals/index.php/IJAST/article/view/25480 |
spellingShingle | TJ Mechanical engineering and machinery M. H., Muhammad Sidik S. A., Che Ghani R. A. R., Maarof Validation test on thresholds for wheelchair power-assist system activation using population data |
title | Validation test on thresholds for wheelchair power-assist system activation using population data |
title_full | Validation test on thresholds for wheelchair power-assist system activation using population data |
title_fullStr | Validation test on thresholds for wheelchair power-assist system activation using population data |
title_full_unstemmed | Validation test on thresholds for wheelchair power-assist system activation using population data |
title_short | Validation test on thresholds for wheelchair power-assist system activation using population data |
title_sort | validation test on thresholds for wheelchair power assist system activation using population data |
topic | TJ Mechanical engineering and machinery |
url | http://umpir.ump.edu.my/id/eprint/28660/1/Validation%20test%20on%20thresholds%20for%20wheelchair%20power-assist.pdf |
work_keys_str_mv | AT mhmuhammadsidik validationtestonthresholdsforwheelchairpowerassistsystemactivationusingpopulationdata AT sacheghani validationtestonthresholdsforwheelchairpowerassistsystemactivationusingpopulationdata AT rarmaarof validationtestonthresholdsforwheelchairpowerassistsystemactivationusingpopulationdata |