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An Evaluation Method of Safe Driving for Senior Adults Using ECG Signals

The elderly are more susceptible to stress than younger people. In particular, heart palpitations are one of the causes of heart failure, which can lead to serious accidents. To prevent heart palpitations, we have devised the Safe Driving Intensity (SDI) and Cardiac Reaction Time (CRT) as new method...

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Autores principales: Koh, Dong-Woo, Lee, Sang-Goog
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630343/
https://www.ncbi.nlm.nih.gov/pubmed/31242557
http://dx.doi.org/10.3390/s19122828
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author Koh, Dong-Woo
Lee, Sang-Goog
author_facet Koh, Dong-Woo
Lee, Sang-Goog
author_sort Koh, Dong-Woo
collection PubMed
description The elderly are more susceptible to stress than younger people. In particular, heart palpitations are one of the causes of heart failure, which can lead to serious accidents. To prevent heart palpitations, we have devised the Safe Driving Intensity (SDI) and Cardiac Reaction Time (CRT) as new methods of estimating the correlations between effects on the driver’s heart and the movement of a vehicle. In SDI measurement, recommended acceleration value of vehicle for safe driving is inferred from the suggested correlation algorithm using machine learning. A higher SDI value than other people means less pressure on the heart. CRT is an estimated value of the occurring time of heart palpitations caused by stressful driving. In particular, it is proved by SDI that elderly subjects tend to overestimate their driving abilities in personal assessment questionnaires. Furthermore, we validated our SDI using other general statistical methods. When comparing the results using a t-test, we obtained reliable results for the equivalent variance. Our results can be used as a basis for evaluating elderly people’s driving ability, as well as allowing for the implementation of a personalized safe driving system for the elderly.
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spelling pubmed-66303432019-08-19 An Evaluation Method of Safe Driving for Senior Adults Using ECG Signals Koh, Dong-Woo Lee, Sang-Goog Sensors (Basel) Article The elderly are more susceptible to stress than younger people. In particular, heart palpitations are one of the causes of heart failure, which can lead to serious accidents. To prevent heart palpitations, we have devised the Safe Driving Intensity (SDI) and Cardiac Reaction Time (CRT) as new methods of estimating the correlations between effects on the driver’s heart and the movement of a vehicle. In SDI measurement, recommended acceleration value of vehicle for safe driving is inferred from the suggested correlation algorithm using machine learning. A higher SDI value than other people means less pressure on the heart. CRT is an estimated value of the occurring time of heart palpitations caused by stressful driving. In particular, it is proved by SDI that elderly subjects tend to overestimate their driving abilities in personal assessment questionnaires. Furthermore, we validated our SDI using other general statistical methods. When comparing the results using a t-test, we obtained reliable results for the equivalent variance. Our results can be used as a basis for evaluating elderly people’s driving ability, as well as allowing for the implementation of a personalized safe driving system for the elderly. MDPI 2019-06-25 /pmc/articles/PMC6630343/ /pubmed/31242557 http://dx.doi.org/10.3390/s19122828 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
Koh, Dong-Woo
Lee, Sang-Goog
An Evaluation Method of Safe Driving for Senior Adults Using ECG Signals
title An Evaluation Method of Safe Driving for Senior Adults Using ECG Signals
title_full An Evaluation Method of Safe Driving for Senior Adults Using ECG Signals
title_fullStr An Evaluation Method of Safe Driving for Senior Adults Using ECG Signals
title_full_unstemmed An Evaluation Method of Safe Driving for Senior Adults Using ECG Signals
title_short An Evaluation Method of Safe Driving for Senior Adults Using ECG Signals
title_sort evaluation method of safe driving for senior adults using ecg signals
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630343/
https://www.ncbi.nlm.nih.gov/pubmed/31242557
http://dx.doi.org/10.3390/s19122828
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