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Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion

Car following (CF) models used in traffic engineering are often criticized for not incorporating “human factors” well known to affect driving. Some recent work has addressed this by augmenting the CF models with the Task-Capability Interface (TCI) model, by dynamically changing driving parameters as...

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Autores principales: Pekkanen, Jami, Lappi, Otto, Itkonen, Teemu H., Summala, Heikki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5234821/
https://www.ncbi.nlm.nih.gov/pubmed/28085901
http://dx.doi.org/10.1371/journal.pone.0169704
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author Pekkanen, Jami
Lappi, Otto
Itkonen, Teemu H.
Summala, Heikki
author_facet Pekkanen, Jami
Lappi, Otto
Itkonen, Teemu H.
Summala, Heikki
author_sort Pekkanen, Jami
collection PubMed
description Car following (CF) models used in traffic engineering are often criticized for not incorporating “human factors” well known to affect driving. Some recent work has addressed this by augmenting the CF models with the Task-Capability Interface (TCI) model, by dynamically changing driving parameters as function of driver capability. We examined assumptions of these models experimentally using a self-paced visual occlusion paradigm in a simulated car following task. The results show strong, approximately one-to-one, correspondence between occlusion duration and increase in time headway. The correspondence was found between subjects and within subjects, on aggregate and individual sample level. The long time scale aggregate results support TCI-CF models that assume a linear increase in time headway in response to increased distraction. The short time scale individual sample level results suggest that drivers also adapt their visual sampling in response to transient changes in time headway, a mechanism which isn’t incorporated in the current models.
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spelling pubmed-52348212017-02-06 Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion Pekkanen, Jami Lappi, Otto Itkonen, Teemu H. Summala, Heikki PLoS One Research Article Car following (CF) models used in traffic engineering are often criticized for not incorporating “human factors” well known to affect driving. Some recent work has addressed this by augmenting the CF models with the Task-Capability Interface (TCI) model, by dynamically changing driving parameters as function of driver capability. We examined assumptions of these models experimentally using a self-paced visual occlusion paradigm in a simulated car following task. The results show strong, approximately one-to-one, correspondence between occlusion duration and increase in time headway. The correspondence was found between subjects and within subjects, on aggregate and individual sample level. The long time scale aggregate results support TCI-CF models that assume a linear increase in time headway in response to increased distraction. The short time scale individual sample level results suggest that drivers also adapt their visual sampling in response to transient changes in time headway, a mechanism which isn’t incorporated in the current models. Public Library of Science 2017-01-13 /pmc/articles/PMC5234821/ /pubmed/28085901 http://dx.doi.org/10.1371/journal.pone.0169704 Text en © 2017 Pekkanen et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Pekkanen, Jami
Lappi, Otto
Itkonen, Teemu H.
Summala, Heikki
Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion
title Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion
title_full Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion
title_fullStr Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion
title_full_unstemmed Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion
title_short Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion
title_sort task-difficulty homeostasis in car following models: experimental validation using self-paced visual occlusion
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5234821/
https://www.ncbi.nlm.nih.gov/pubmed/28085901
http://dx.doi.org/10.1371/journal.pone.0169704
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