An Analysis of Traffic Incidents on an Australian Urban Road Network

Assessing and prioritising cost-effective strategies to mitigate the impact of traffic incidents on non-recurrent congestion on major roads are currently a major challenge for road network operations. There is a lack of relevant local research in this area. Several incident duration models developed...

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Main Authors: Hojati, A.T, Fereirra, L., Charles, P., Kabit, M.R
Format: Proceeding
Language:English
Published: Australasian Transport Research Forum 2011
Subjects:
Online Access:http://ir.unimas.my/id/eprint/2732/1/An%20Analysis%20of%20Traffic%20Incidents%20on%20an%20Australian%20Urban%20Road%20Network.pdf
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spelling my.unimas.ir.27322020-09-11T08:08:17Z http://ir.unimas.my/id/eprint/2732/ An Analysis of Traffic Incidents on an Australian Urban Road Network Hojati, A.T Fereirra, L. Charles, P. Kabit, M.R TA Engineering (General). Civil engineering (General) TF Railroad engineering and operation Assessing and prioritising cost-effective strategies to mitigate the impact of traffic incidents on non-recurrent congestion on major roads are currently a major challenge for road network operations. There is a lack of relevant local research in this area. Several incident duration models developed from international research are not considered appropriate for Australian conditions due to different driver behaviour and traffic environment contexts. A comprehensive data mining research project was undertaken to analyse traffic incident data, obtained from the Queensland Department of Transport and Main Roads’ STREAMS Incident Management System (SIMS) for a one year period ending in November 2010. Various factors that contributed to frequency, type, characteristics, duration and location of traffic incidents were examined and the findings are discussed in this paper. Results indicate that breakdown, multiple vehicle crash and debris were the major sources of incidents. Although incident frequency dropped sharply on weekends, the average incident duration was similar or longer than those of weekdays. Also, rainfall increased the incident duration in all categories. Furthermore, a variety of probability distribution functions were employed in order to test the best model for each category of incident duration frequency distribution. Log-normal distribution was inferred to be appropriate for crash and stationary vehicle incidents and gamma distribution for hazard incidents. Future research directions have been identified, particularly the estimation of the impact (cost) of traffic incidents, to assist in prioritising investment. Australasian Transport Research Forum 2011 Proceeding NonPeerReviewed text en http://ir.unimas.my/id/eprint/2732/1/An%20Analysis%20of%20Traffic%20Incidents%20on%20an%20Australian%20Urban%20Road%20Network.pdf Hojati, A.T and Fereirra, L. and Charles, P. and Kabit, M.R (2011) An Analysis of Traffic Incidents on an Australian Urban Road Network. In: Australasian Transport Research Forum 2011 Proceedings, 28-30 September 2011. http://www.scopus.com.remotexs.unimas.my/record/display.uri?eid=2-s2.0-84916897520&origin=resultslist&sort=plf-f&src=s&sid=2fc8b887e9b2d09c17847ece811c70bd&sot=aut&sdt=a&sl=18&s=AU-ID%2835769299900%29&relpos=4&citeCnt=2&searchTerm
institution Universiti Malaysia Sarawak
building Centre for Academic Information Services (CAIS)
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sarawak
content_source UNIMAS Institutional Repository
url_provider http://ir.unimas.my/
language English
topic TA Engineering (General). Civil engineering (General)
TF Railroad engineering and operation
spellingShingle TA Engineering (General). Civil engineering (General)
TF Railroad engineering and operation
Hojati, A.T
Fereirra, L.
Charles, P.
Kabit, M.R
An Analysis of Traffic Incidents on an Australian Urban Road Network
description Assessing and prioritising cost-effective strategies to mitigate the impact of traffic incidents on non-recurrent congestion on major roads are currently a major challenge for road network operations. There is a lack of relevant local research in this area. Several incident duration models developed from international research are not considered appropriate for Australian conditions due to different driver behaviour and traffic environment contexts. A comprehensive data mining research project was undertaken to analyse traffic incident data, obtained from the Queensland Department of Transport and Main Roads’ STREAMS Incident Management System (SIMS) for a one year period ending in November 2010. Various factors that contributed to frequency, type, characteristics, duration and location of traffic incidents were examined and the findings are discussed in this paper. Results indicate that breakdown, multiple vehicle crash and debris were the major sources of incidents. Although incident frequency dropped sharply on weekends, the average incident duration was similar or longer than those of weekdays. Also, rainfall increased the incident duration in all categories. Furthermore, a variety of probability distribution functions were employed in order to test the best model for each category of incident duration frequency distribution. Log-normal distribution was inferred to be appropriate for crash and stationary vehicle incidents and gamma distribution for hazard incidents. Future research directions have been identified, particularly the estimation of the impact (cost) of traffic incidents, to assist in prioritising investment.
format Proceeding
author Hojati, A.T
Fereirra, L.
Charles, P.
Kabit, M.R
author_facet Hojati, A.T
Fereirra, L.
Charles, P.
Kabit, M.R
author_sort Hojati, A.T
title An Analysis of Traffic Incidents on an Australian Urban Road Network
title_short An Analysis of Traffic Incidents on an Australian Urban Road Network
title_full An Analysis of Traffic Incidents on an Australian Urban Road Network
title_fullStr An Analysis of Traffic Incidents on an Australian Urban Road Network
title_full_unstemmed An Analysis of Traffic Incidents on an Australian Urban Road Network
title_sort analysis of traffic incidents on an australian urban road network
publisher Australasian Transport Research Forum
publishDate 2011
url http://ir.unimas.my/id/eprint/2732/1/An%20Analysis%20of%20Traffic%20Incidents%20on%20an%20Australian%20Urban%20Road%20Network.pdf
http://ir.unimas.my/id/eprint/2732/
http://www.scopus.com.remotexs.unimas.my/record/display.uri?eid=2-s2.0-84916897520&origin=resultslist&sort=plf-f&src=s&sid=2fc8b887e9b2d09c17847ece811c70bd&sot=aut&sdt=a&sl=18&s=AU-ID%2835769299900%29&relpos=4&citeCnt=2&searchTerm
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score 13.160551