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A Usability Study of Physiological Measurement in School Using Wearable Sensors

Measuring psychophysiological signals of adolescents using unobtrusive wearable sensors may contribute to understanding the development of emotional disorders. This study investigated the feasibility of measuring high quality physiological data and examined the validity of signal processing in a sch...

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Autores principales: Thammasan, Nattapong, Stuldreher, Ivo V., Schreuders, Elisabeth, Giletta, Matteo, Brouwer, Anne-Marie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7570846/
https://www.ncbi.nlm.nih.gov/pubmed/32962191
http://dx.doi.org/10.3390/s20185380
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author Thammasan, Nattapong
Stuldreher, Ivo V.
Schreuders, Elisabeth
Giletta, Matteo
Brouwer, Anne-Marie
author_facet Thammasan, Nattapong
Stuldreher, Ivo V.
Schreuders, Elisabeth
Giletta, Matteo
Brouwer, Anne-Marie
author_sort Thammasan, Nattapong
collection PubMed
description Measuring psychophysiological signals of adolescents using unobtrusive wearable sensors may contribute to understanding the development of emotional disorders. This study investigated the feasibility of measuring high quality physiological data and examined the validity of signal processing in a school setting. Among 86 adolescents, a total of more than 410 h of electrodermal activity (EDA) data were recorded using a wrist-worn sensor with gelled electrodes and over 370 h of heart rate data were recorded using a chest-strap sensor. The results support the feasibility of monitoring physiological signals at school. We describe specific challenges and provide recommendations for signal analysis, including dealing with invalid signals due to loose sensors, and quantization noise that can be caused by limitations in analog-to-digital conversion in wearable devices and be mistaken as physiological responses. Importantly, our results show that using toolboxes for automatic signal preprocessing, decomposition, and artifact detection with default parameters while neglecting differences between devices and measurement contexts yield misleading results. Time courses of students’ physiological signals throughout the course of a class were found to be clearer after applying our proposed preprocessing steps.
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spelling pubmed-75708462020-10-28 A Usability Study of Physiological Measurement in School Using Wearable Sensors Thammasan, Nattapong Stuldreher, Ivo V. Schreuders, Elisabeth Giletta, Matteo Brouwer, Anne-Marie Sensors (Basel) Article Measuring psychophysiological signals of adolescents using unobtrusive wearable sensors may contribute to understanding the development of emotional disorders. This study investigated the feasibility of measuring high quality physiological data and examined the validity of signal processing in a school setting. Among 86 adolescents, a total of more than 410 h of electrodermal activity (EDA) data were recorded using a wrist-worn sensor with gelled electrodes and over 370 h of heart rate data were recorded using a chest-strap sensor. The results support the feasibility of monitoring physiological signals at school. We describe specific challenges and provide recommendations for signal analysis, including dealing with invalid signals due to loose sensors, and quantization noise that can be caused by limitations in analog-to-digital conversion in wearable devices and be mistaken as physiological responses. Importantly, our results show that using toolboxes for automatic signal preprocessing, decomposition, and artifact detection with default parameters while neglecting differences between devices and measurement contexts yield misleading results. Time courses of students’ physiological signals throughout the course of a class were found to be clearer after applying our proposed preprocessing steps. MDPI 2020-09-20 /pmc/articles/PMC7570846/ /pubmed/32962191 http://dx.doi.org/10.3390/s20185380 Text en © 2020 by the authors. 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/).
spellingShingle Article
Thammasan, Nattapong
Stuldreher, Ivo V.
Schreuders, Elisabeth
Giletta, Matteo
Brouwer, Anne-Marie
A Usability Study of Physiological Measurement in School Using Wearable Sensors
title A Usability Study of Physiological Measurement in School Using Wearable Sensors
title_full A Usability Study of Physiological Measurement in School Using Wearable Sensors
title_fullStr A Usability Study of Physiological Measurement in School Using Wearable Sensors
title_full_unstemmed A Usability Study of Physiological Measurement in School Using Wearable Sensors
title_short A Usability Study of Physiological Measurement in School Using Wearable Sensors
title_sort usability study of physiological measurement in school using wearable sensors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7570846/
https://www.ncbi.nlm.nih.gov/pubmed/32962191
http://dx.doi.org/10.3390/s20185380
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