Roundabout accident prediction model: random-parameter negative binomial approach

Roundabouts have been used widely on all road classes in the United Kingdom because they are considered safer than other types of intersections in general. The objective of this study was to examine geometric and traffic characteristics and their influences on the number of accidents. Data from each...

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Main Authors: Kamla, Jwan, Parry, Tony, Dawson, Andrew
Format: Article
Published: National Academy of Sciences 2016
Subjects:
Online Access:https://eprints.nottingham.ac.uk/37538/
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author Kamla, Jwan
Parry, Tony
Dawson, Andrew
author_facet Kamla, Jwan
Parry, Tony
Dawson, Andrew
author_sort Kamla, Jwan
building Nottingham Research Data Repository
collection Online Access
description Roundabouts have been used widely on all road classes in the United Kingdom because they are considered safer than other types of intersections in general. The objective of this study was to examine geometric and traffic characteristics and their influences on the number of accidents. Data from each of 70 roundabouts (with 284 approaches) included all recorded vehicle accidents as well as geometric and traffic characteristics for the entire roundabout, within circulatory lanes, and at roundabout approaches. Resulting estimates were compared with those from random-parameter and fixed-parameter negative binomial count data models. The random-parameter results provided better goodness of fit than the fixed-parameter results, and more variables were found to be significant. Significant variables that influenced the number of accidents were total approach traffic, truck percentage, entry width, inscribed circle diameter, number of lanes, and presence of traffic signals.
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institution University of Nottingham Malaysia Campus
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publishDate 2016
publisher National Academy of Sciences
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spelling nottingham-375382020-05-04T17:58:27Z https://eprints.nottingham.ac.uk/37538/ Roundabout accident prediction model: random-parameter negative binomial approach Kamla, Jwan Parry, Tony Dawson, Andrew Roundabouts have been used widely on all road classes in the United Kingdom because they are considered safer than other types of intersections in general. The objective of this study was to examine geometric and traffic characteristics and their influences on the number of accidents. Data from each of 70 roundabouts (with 284 approaches) included all recorded vehicle accidents as well as geometric and traffic characteristics for the entire roundabout, within circulatory lanes, and at roundabout approaches. Resulting estimates were compared with those from random-parameter and fixed-parameter negative binomial count data models. The random-parameter results provided better goodness of fit than the fixed-parameter results, and more variables were found to be significant. Significant variables that influenced the number of accidents were total approach traffic, truck percentage, entry width, inscribed circle diameter, number of lanes, and presence of traffic signals. National Academy of Sciences 2016-08-01 Article PeerReviewed Kamla, Jwan, Parry, Tony and Dawson, Andrew (2016) Roundabout accident prediction model: random-parameter negative binomial approach. Transportation Research Record, 2585 . pp. 11-19. ISSN 2169-4052 Roundabout accidents random-parameters fixed-parameters http://trrjournalonline.trb.org/doi/10.3141/2585-02 doi:10.3141/2585-02 doi:10.3141/2585-02
spellingShingle Roundabout
accidents
random-parameters
fixed-parameters
Kamla, Jwan
Parry, Tony
Dawson, Andrew
Roundabout accident prediction model: random-parameter negative binomial approach
title Roundabout accident prediction model: random-parameter negative binomial approach
title_full Roundabout accident prediction model: random-parameter negative binomial approach
title_fullStr Roundabout accident prediction model: random-parameter negative binomial approach
title_full_unstemmed Roundabout accident prediction model: random-parameter negative binomial approach
title_short Roundabout accident prediction model: random-parameter negative binomial approach
title_sort roundabout accident prediction model: random-parameter negative binomial approach
topic Roundabout
accidents
random-parameters
fixed-parameters
url https://eprints.nottingham.ac.uk/37538/
https://eprints.nottingham.ac.uk/37538/
https://eprints.nottingham.ac.uk/37538/