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Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies

The capability of monitoring user’s performance represents a crucial aspect to improve safety and efficiency of several human-related activities. Human errors are indeed among the major causes of work-related accidents. Assessing human factors (HFs) could prevent these accidents through specific neu...

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Autores principales: Giorgi, Andrea, Ronca, Vincenzo, Vozzi, Alessia, Sciaraffa, Nicolina, di Florio, Antonello, Tamborra, Luca, Simonetti, Ilaria, Aricò, Pietro, Di Flumeri, Gianluca, Rossi, Dario, Borghini, Gianluca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8036989/
https://www.ncbi.nlm.nih.gov/pubmed/33810613
http://dx.doi.org/10.3390/s21072332
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author Giorgi, Andrea
Ronca, Vincenzo
Vozzi, Alessia
Sciaraffa, Nicolina
di Florio, Antonello
Tamborra, Luca
Simonetti, Ilaria
Aricò, Pietro
Di Flumeri, Gianluca
Rossi, Dario
Borghini, Gianluca
author_facet Giorgi, Andrea
Ronca, Vincenzo
Vozzi, Alessia
Sciaraffa, Nicolina
di Florio, Antonello
Tamborra, Luca
Simonetti, Ilaria
Aricò, Pietro
Di Flumeri, Gianluca
Rossi, Dario
Borghini, Gianluca
author_sort Giorgi, Andrea
collection PubMed
description The capability of monitoring user’s performance represents a crucial aspect to improve safety and efficiency of several human-related activities. Human errors are indeed among the major causes of work-related accidents. Assessing human factors (HFs) could prevent these accidents through specific neurophysiological signals’ evaluation but laboratory sensors require highly-specialized operators and imply a certain grade of invasiveness which could negatively interfere with the worker’s activity. On the contrary, consumer wearables are characterized by their ease of use and their comfortability, other than being cheaper compared to laboratory technologies. Therefore, wearable sensors could represent an ideal substitute for laboratory technologies for a real-time assessment of human performances in ecological settings. The present study aimed at assessing the reliability and capability of consumer wearable devices (i.e., Empatica E4 and Muse 2) in discriminating specific mental states compared to laboratory equipment. The electrooculographic (EOG), electrodermal activity (EDA) and photoplethysmographic (PPG) signals were acquired from a group of 17 volunteers who took part to the experimental protocol in which different working scenarios were simulated to induce different levels of mental workload, stress, and emotional state. The results demonstrated that the parameters computed by the consumer wearable and laboratory sensors were positively and significantly correlated and exhibited the same evidences in terms of mental states discrimination.
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spelling pubmed-80369892021-04-12 Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies Giorgi, Andrea Ronca, Vincenzo Vozzi, Alessia Sciaraffa, Nicolina di Florio, Antonello Tamborra, Luca Simonetti, Ilaria Aricò, Pietro Di Flumeri, Gianluca Rossi, Dario Borghini, Gianluca Sensors (Basel) Article The capability of monitoring user’s performance represents a crucial aspect to improve safety and efficiency of several human-related activities. Human errors are indeed among the major causes of work-related accidents. Assessing human factors (HFs) could prevent these accidents through specific neurophysiological signals’ evaluation but laboratory sensors require highly-specialized operators and imply a certain grade of invasiveness which could negatively interfere with the worker’s activity. On the contrary, consumer wearables are characterized by their ease of use and their comfortability, other than being cheaper compared to laboratory technologies. Therefore, wearable sensors could represent an ideal substitute for laboratory technologies for a real-time assessment of human performances in ecological settings. The present study aimed at assessing the reliability and capability of consumer wearable devices (i.e., Empatica E4 and Muse 2) in discriminating specific mental states compared to laboratory equipment. The electrooculographic (EOG), electrodermal activity (EDA) and photoplethysmographic (PPG) signals were acquired from a group of 17 volunteers who took part to the experimental protocol in which different working scenarios were simulated to induce different levels of mental workload, stress, and emotional state. The results demonstrated that the parameters computed by the consumer wearable and laboratory sensors were positively and significantly correlated and exhibited the same evidences in terms of mental states discrimination. MDPI 2021-03-26 /pmc/articles/PMC8036989/ /pubmed/33810613 http://dx.doi.org/10.3390/s21072332 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 (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ).
spellingShingle Article
Giorgi, Andrea
Ronca, Vincenzo
Vozzi, Alessia
Sciaraffa, Nicolina
di Florio, Antonello
Tamborra, Luca
Simonetti, Ilaria
Aricò, Pietro
Di Flumeri, Gianluca
Rossi, Dario
Borghini, Gianluca
Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies
title Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies
title_full Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies
title_fullStr Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies
title_full_unstemmed Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies
title_short Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies
title_sort wearable technologies for mental workload, stress, and emotional state assessment during working-like tasks: a comparison with laboratory technologies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8036989/
https://www.ncbi.nlm.nih.gov/pubmed/33810613
http://dx.doi.org/10.3390/s21072332
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