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Naturalistic Driving: A Framework and Advances in Using Big Data

Driving is an activity that facilitates physical, cognitive, and social stimulation in older adults, ultimately leading to better physical and cognitive health. However, aging is associated with declines in vision, physical health, and cognitive health, all of which can affect driving ability. One w...

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Detalles Bibliográficos
Autores principales: Knoefel, Frank, Wallace, Bruce, Goubran, Rafik, Marshall, Shawn
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6319207/
https://www.ncbi.nlm.nih.gov/pubmed/31011060
http://dx.doi.org/10.3390/geriatrics3020016
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author Knoefel, Frank
Wallace, Bruce
Goubran, Rafik
Marshall, Shawn
author_facet Knoefel, Frank
Wallace, Bruce
Goubran, Rafik
Marshall, Shawn
author_sort Knoefel, Frank
collection PubMed
description Driving is an activity that facilitates physical, cognitive, and social stimulation in older adults, ultimately leading to better physical and cognitive health. However, aging is associated with declines in vision, physical health, and cognitive health, all of which can affect driving ability. One way of assessing driving ability is with the use of sensors in the older adult’s own vehicle. This paper provides a framework for driving assessment and addresses how naturalistic driving studies can assist in such assessments. The framework includes driving characteristics (how much driving, speed, position, type of road), actions and reactions (lane changes, intersections, passing, merging, traffic lights, pedestrians, other vehicles), destinations (variety and distance, sequencing and route planning), and driving conditions (time of day and season). Data from a subset of Ottawa drivers from the Candrive study is used to illustrate the use of naturalistic driving data. Challenges in using naturalistic driving big data and the changing technology in vehicles are discussed.
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spelling pubmed-63192072019-03-07 Naturalistic Driving: A Framework and Advances in Using Big Data Knoefel, Frank Wallace, Bruce Goubran, Rafik Marshall, Shawn Geriatrics (Basel) Article Driving is an activity that facilitates physical, cognitive, and social stimulation in older adults, ultimately leading to better physical and cognitive health. However, aging is associated with declines in vision, physical health, and cognitive health, all of which can affect driving ability. One way of assessing driving ability is with the use of sensors in the older adult’s own vehicle. This paper provides a framework for driving assessment and addresses how naturalistic driving studies can assist in such assessments. The framework includes driving characteristics (how much driving, speed, position, type of road), actions and reactions (lane changes, intersections, passing, merging, traffic lights, pedestrians, other vehicles), destinations (variety and distance, sequencing and route planning), and driving conditions (time of day and season). Data from a subset of Ottawa drivers from the Candrive study is used to illustrate the use of naturalistic driving data. Challenges in using naturalistic driving big data and the changing technology in vehicles are discussed. MDPI 2018-03-29 /pmc/articles/PMC6319207/ /pubmed/31011060 http://dx.doi.org/10.3390/geriatrics3020016 Text en © 2018 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
Knoefel, Frank
Wallace, Bruce
Goubran, Rafik
Marshall, Shawn
Naturalistic Driving: A Framework and Advances in Using Big Data
title Naturalistic Driving: A Framework and Advances in Using Big Data
title_full Naturalistic Driving: A Framework and Advances in Using Big Data
title_fullStr Naturalistic Driving: A Framework and Advances in Using Big Data
title_full_unstemmed Naturalistic Driving: A Framework and Advances in Using Big Data
title_short Naturalistic Driving: A Framework and Advances in Using Big Data
title_sort naturalistic driving: a framework and advances in using big data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6319207/
https://www.ncbi.nlm.nih.gov/pubmed/31011060
http://dx.doi.org/10.3390/geriatrics3020016
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