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Estimating Driving Fatigue at a Plateau Area with Frequent and Rapid Altitude Change
Due to the influence of altitude change on a driver’s heart rate, it is difficult to estimate driving fatigue using heart rate variability (HRV) at a road segment with frequent and rapid altitude change. Accordingly, a novel method of driving fatigue estimation for driving at plateau area with frequ...
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/PMC6891775/ https://www.ncbi.nlm.nih.gov/pubmed/31731740 http://dx.doi.org/10.3390/s19224982 |
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author | Wang, Fan Chen, Hong Zhu, Cai-hua Nan, Si-rui Li, Yan |
author_facet | Wang, Fan Chen, Hong Zhu, Cai-hua Nan, Si-rui Li, Yan |
author_sort | Wang, Fan |
collection | PubMed |
description | Due to the influence of altitude change on a driver’s heart rate, it is difficult to estimate driving fatigue using heart rate variability (HRV) at a road segment with frequent and rapid altitude change. Accordingly, a novel method of driving fatigue estimation for driving at plateau area with frequent altitude changes is proposed to provide active safety monitoring in real time. A naturalistic driving experiment at Qinghai-Tibet highway was conducted to collect drivers’ electrocardiogram data and eye movement data. The results of the eye movement-based method were selected to enhance the HRV-based driving fatigue degree estimation method. A correction factor was proposed to correct the HRV-based method at the plateau area so that the estimation can be made via common portable devices. The correction factors for both upslope and downslope segments were estimated using the field experiment data. The results on the estimation of revised driving fatigue degree can describe the driver’s fatigue status accurately for all the road segments at the plateau area with altitudes from 3540 to 4767 m. The results can provide theoretical references for the design of the devices of active safety prevention. |
format | Online Article Text |
id | pubmed-6891775 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-68917752019-12-12 Estimating Driving Fatigue at a Plateau Area with Frequent and Rapid Altitude Change Wang, Fan Chen, Hong Zhu, Cai-hua Nan, Si-rui Li, Yan Sensors (Basel) Article Due to the influence of altitude change on a driver’s heart rate, it is difficult to estimate driving fatigue using heart rate variability (HRV) at a road segment with frequent and rapid altitude change. Accordingly, a novel method of driving fatigue estimation for driving at plateau area with frequent altitude changes is proposed to provide active safety monitoring in real time. A naturalistic driving experiment at Qinghai-Tibet highway was conducted to collect drivers’ electrocardiogram data and eye movement data. The results of the eye movement-based method were selected to enhance the HRV-based driving fatigue degree estimation method. A correction factor was proposed to correct the HRV-based method at the plateau area so that the estimation can be made via common portable devices. The correction factors for both upslope and downslope segments were estimated using the field experiment data. The results on the estimation of revised driving fatigue degree can describe the driver’s fatigue status accurately for all the road segments at the plateau area with altitudes from 3540 to 4767 m. The results can provide theoretical references for the design of the devices of active safety prevention. MDPI 2019-11-15 /pmc/articles/PMC6891775/ /pubmed/31731740 http://dx.doi.org/10.3390/s19224982 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 Wang, Fan Chen, Hong Zhu, Cai-hua Nan, Si-rui Li, Yan Estimating Driving Fatigue at a Plateau Area with Frequent and Rapid Altitude Change |
title | Estimating Driving Fatigue at a Plateau Area with Frequent and Rapid Altitude Change |
title_full | Estimating Driving Fatigue at a Plateau Area with Frequent and Rapid Altitude Change |
title_fullStr | Estimating Driving Fatigue at a Plateau Area with Frequent and Rapid Altitude Change |
title_full_unstemmed | Estimating Driving Fatigue at a Plateau Area with Frequent and Rapid Altitude Change |
title_short | Estimating Driving Fatigue at a Plateau Area with Frequent and Rapid Altitude Change |
title_sort | estimating driving fatigue at a plateau area with frequent and rapid altitude change |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6891775/ https://www.ncbi.nlm.nih.gov/pubmed/31731740 http://dx.doi.org/10.3390/s19224982 |
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