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A Novel Wearable EEG and ECG Recording System for Stress Assessment

Suffering from continuous stress can lead to serious psychological and even physical disorders. Objective stress assessment methods using noninvasive physiological responses such as heart rate variability (HRV) and electroencephalograms (EEG) have therefore been proposed for effective stress managem...

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Detalles Bibliográficos
Autores principales: Ahn, Joong Woo, Ku, Yunseo, Kim, Hee Chan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539530/
https://www.ncbi.nlm.nih.gov/pubmed/31035399
http://dx.doi.org/10.3390/s19091991
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author Ahn, Joong Woo
Ku, Yunseo
Kim, Hee Chan
author_facet Ahn, Joong Woo
Ku, Yunseo
Kim, Hee Chan
author_sort Ahn, Joong Woo
collection PubMed
description Suffering from continuous stress can lead to serious psychological and even physical disorders. Objective stress assessment methods using noninvasive physiological responses such as heart rate variability (HRV) and electroencephalograms (EEG) have therefore been proposed for effective stress management. In this study, a novel wearable device that can measure electrocardiograms (ECG) and EEG simultaneously was designed to enable continuous stress monitoring in daily life. The developed system is easily worn by hanging from both ears, is lightweight (i.e., 42.5 g), and exhibits an excellent noise performance of 0.12 μVrms. Significant time and frequency features of HRV and EEG were found in two different stressors, namely the Stroop color word and mental arithmetic tests, using 14 young subjects. Stressor situations were classified using various HRV and EEG feature selections and a support vector machine technique. The five-fold cross-validation results obtained when using both EEG and HRV features showed the best performance with an accuracy of 87.5%, which demonstrated the requirement for simultaneous HRV and EEG measurements.
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spelling pubmed-65395302019-06-04 A Novel Wearable EEG and ECG Recording System for Stress Assessment Ahn, Joong Woo Ku, Yunseo Kim, Hee Chan Sensors (Basel) Article Suffering from continuous stress can lead to serious psychological and even physical disorders. Objective stress assessment methods using noninvasive physiological responses such as heart rate variability (HRV) and electroencephalograms (EEG) have therefore been proposed for effective stress management. In this study, a novel wearable device that can measure electrocardiograms (ECG) and EEG simultaneously was designed to enable continuous stress monitoring in daily life. The developed system is easily worn by hanging from both ears, is lightweight (i.e., 42.5 g), and exhibits an excellent noise performance of 0.12 μVrms. Significant time and frequency features of HRV and EEG were found in two different stressors, namely the Stroop color word and mental arithmetic tests, using 14 young subjects. Stressor situations were classified using various HRV and EEG feature selections and a support vector machine technique. The five-fold cross-validation results obtained when using both EEG and HRV features showed the best performance with an accuracy of 87.5%, which demonstrated the requirement for simultaneous HRV and EEG measurements. MDPI 2019-04-28 /pmc/articles/PMC6539530/ /pubmed/31035399 http://dx.doi.org/10.3390/s19091991 Text en © 2019 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
Ahn, Joong Woo
Ku, Yunseo
Kim, Hee Chan
A Novel Wearable EEG and ECG Recording System for Stress Assessment
title A Novel Wearable EEG and ECG Recording System for Stress Assessment
title_full A Novel Wearable EEG and ECG Recording System for Stress Assessment
title_fullStr A Novel Wearable EEG and ECG Recording System for Stress Assessment
title_full_unstemmed A Novel Wearable EEG and ECG Recording System for Stress Assessment
title_short A Novel Wearable EEG and ECG Recording System for Stress Assessment
title_sort novel wearable eeg and ecg recording system for stress assessment
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539530/
https://www.ncbi.nlm.nih.gov/pubmed/31035399
http://dx.doi.org/10.3390/s19091991
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