Development of statistical models for predicting muscle and mental activities during repetitive precision tasks

This study was conducted to develop muscle and mental activities on repetitive precision tasks. A laboratory experiment was used to address the objectives. Surface electromyography was used to measure muscle activities from eight upper limb muscles, while electroencephalography recorded mental activ...

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Main Authors: Zadry, H.R., Md Dawal, Siti Zawiah, Taha, Z.
Format: Article
Published: Taylor & Francis 2016
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Online Access:http://eprints.um.edu.my/18730/
https://doi.org/10.1080/10803548.2016.1150094
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Institution: Universiti Malaya
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spelling my.um.eprints.187302019-02-27T01:23:05Z http://eprints.um.edu.my/18730/ Development of statistical models for predicting muscle and mental activities during repetitive precision tasks Zadry, H.R. Md Dawal, Siti Zawiah Taha, Z. T Technology (General) TJ Mechanical engineering and machinery This study was conducted to develop muscle and mental activities on repetitive precision tasks. A laboratory experiment was used to address the objectives. Surface electromyography was used to measure muscle activities from eight upper limb muscles, while electroencephalography recorded mental activities from six channels. Fourteen university students participated in the study. The results show that muscle and mental activities increase for all tasks, indicating the occurrence of muscle and mental fatigue. A linear relationship between muscle activity, mental activity and time was found while subjects were performing the task. Thus, models were developed using those variables. The models were found valid after validation using other students’ and workers’ data. Findings from this study can contribute as a reference for future studies investigating muscle and mental activity and can be applied in industry as guidelines to manage muscle and mental fatigue, especially to manage job schedules and rotation. Taylor & Francis 2016 Article PeerReviewed Zadry, H.R. and Md Dawal, Siti Zawiah and Taha, Z. (2016) Development of statistical models for predicting muscle and mental activities during repetitive precision tasks. International Journal of Occupational Safety and Ergonomics, 22 (3). pp. 374-383. ISSN 1080-3548 https://doi.org/10.1080/10803548.2016.1150094 doi:10.1080/10803548.2016.1150094
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic T Technology (General)
TJ Mechanical engineering and machinery
spellingShingle T Technology (General)
TJ Mechanical engineering and machinery
Zadry, H.R.
Md Dawal, Siti Zawiah
Taha, Z.
Development of statistical models for predicting muscle and mental activities during repetitive precision tasks
description This study was conducted to develop muscle and mental activities on repetitive precision tasks. A laboratory experiment was used to address the objectives. Surface electromyography was used to measure muscle activities from eight upper limb muscles, while electroencephalography recorded mental activities from six channels. Fourteen university students participated in the study. The results show that muscle and mental activities increase for all tasks, indicating the occurrence of muscle and mental fatigue. A linear relationship between muscle activity, mental activity and time was found while subjects were performing the task. Thus, models were developed using those variables. The models were found valid after validation using other students’ and workers’ data. Findings from this study can contribute as a reference for future studies investigating muscle and mental activity and can be applied in industry as guidelines to manage muscle and mental fatigue, especially to manage job schedules and rotation.
format Article
author Zadry, H.R.
Md Dawal, Siti Zawiah
Taha, Z.
author_facet Zadry, H.R.
Md Dawal, Siti Zawiah
Taha, Z.
author_sort Zadry, H.R.
title Development of statistical models for predicting muscle and mental activities during repetitive precision tasks
title_short Development of statistical models for predicting muscle and mental activities during repetitive precision tasks
title_full Development of statistical models for predicting muscle and mental activities during repetitive precision tasks
title_fullStr Development of statistical models for predicting muscle and mental activities during repetitive precision tasks
title_full_unstemmed Development of statistical models for predicting muscle and mental activities during repetitive precision tasks
title_sort development of statistical models for predicting muscle and mental activities during repetitive precision tasks
publisher Taylor & Francis
publishDate 2016
url http://eprints.um.edu.my/18730/
https://doi.org/10.1080/10803548.2016.1150094
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