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Workplace Mental State Monitoring during VR-Based Training for Offshore Environment

Adults are constantly exposed to stressful conditions at their workplace, and this can lead to decreased job performance followed by detrimental clinical health problems. Advancement of sensor technologies has allowed the electroencephalography (EEG) devices to be portable and used in real-time to m...

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Autores principales: Abu Hasan, Rumaisa, Sulaiman, Shahida, Ashykin, Nur Nabila, Abdullah, Mohd Nasir, Hafeez, Yasir, Ali, Syed Saad Azhar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8309835/
https://www.ncbi.nlm.nih.gov/pubmed/34300624
http://dx.doi.org/10.3390/s21144885
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author Abu Hasan, Rumaisa
Sulaiman, Shahida
Ashykin, Nur Nabila
Abdullah, Mohd Nasir
Hafeez, Yasir
Ali, Syed Saad Azhar
author_facet Abu Hasan, Rumaisa
Sulaiman, Shahida
Ashykin, Nur Nabila
Abdullah, Mohd Nasir
Hafeez, Yasir
Ali, Syed Saad Azhar
author_sort Abu Hasan, Rumaisa
collection PubMed
description Adults are constantly exposed to stressful conditions at their workplace, and this can lead to decreased job performance followed by detrimental clinical health problems. Advancement of sensor technologies has allowed the electroencephalography (EEG) devices to be portable and used in real-time to monitor mental health. However, real-time monitoring is not often practical in workplace environments with complex operations such as kindergarten, firefighting and offshore facilities. Integrating the EEG with virtual reality (VR) that emulates workplace conditions can be a tool to assess and monitor mental health of adults within their working environment. This paper evaluates the mental states induced when performing a stressful task in a VR-based offshore environment. The theta, alpha and beta frequency bands are analysed to assess changes in mental states due to physical discomfort, stress and concentration. During the VR trials, mental states of discomfort and disorientation are observed with the drop of theta activity, whilst the stress induced from the conditional tasks is reflected in the changes of low-alpha and high-beta activities. The deflection of frontal alpha asymmetry from negative to positive direction reflects the learning effects from emotion-focus to problem-solving strategies adopted to accomplish the VR task. This study highlights the need for an integrated VR-EEG system in workplace settings as a tool to monitor and assess mental health of working adults.
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spelling pubmed-83098352021-07-25 Workplace Mental State Monitoring during VR-Based Training for Offshore Environment Abu Hasan, Rumaisa Sulaiman, Shahida Ashykin, Nur Nabila Abdullah, Mohd Nasir Hafeez, Yasir Ali, Syed Saad Azhar Sensors (Basel) Communication Adults are constantly exposed to stressful conditions at their workplace, and this can lead to decreased job performance followed by detrimental clinical health problems. Advancement of sensor technologies has allowed the electroencephalography (EEG) devices to be portable and used in real-time to monitor mental health. However, real-time monitoring is not often practical in workplace environments with complex operations such as kindergarten, firefighting and offshore facilities. Integrating the EEG with virtual reality (VR) that emulates workplace conditions can be a tool to assess and monitor mental health of adults within their working environment. This paper evaluates the mental states induced when performing a stressful task in a VR-based offshore environment. The theta, alpha and beta frequency bands are analysed to assess changes in mental states due to physical discomfort, stress and concentration. During the VR trials, mental states of discomfort and disorientation are observed with the drop of theta activity, whilst the stress induced from the conditional tasks is reflected in the changes of low-alpha and high-beta activities. The deflection of frontal alpha asymmetry from negative to positive direction reflects the learning effects from emotion-focus to problem-solving strategies adopted to accomplish the VR task. This study highlights the need for an integrated VR-EEG system in workplace settings as a tool to monitor and assess mental health of working adults. MDPI 2021-07-18 /pmc/articles/PMC8309835/ /pubmed/34300624 http://dx.doi.org/10.3390/s21144885 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Communication
Abu Hasan, Rumaisa
Sulaiman, Shahida
Ashykin, Nur Nabila
Abdullah, Mohd Nasir
Hafeez, Yasir
Ali, Syed Saad Azhar
Workplace Mental State Monitoring during VR-Based Training for Offshore Environment
title Workplace Mental State Monitoring during VR-Based Training for Offshore Environment
title_full Workplace Mental State Monitoring during VR-Based Training for Offshore Environment
title_fullStr Workplace Mental State Monitoring during VR-Based Training for Offshore Environment
title_full_unstemmed Workplace Mental State Monitoring during VR-Based Training for Offshore Environment
title_short Workplace Mental State Monitoring during VR-Based Training for Offshore Environment
title_sort workplace mental state monitoring during vr-based training for offshore environment
topic Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8309835/
https://www.ncbi.nlm.nih.gov/pubmed/34300624
http://dx.doi.org/10.3390/s21144885
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