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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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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. |
format | Online Article Text |
id | pubmed-6539530 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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