This paper presents a comprehensive literature review on road traffic accident prediction models (APMs) and crash modification factors (CMFs). The focus is on motorways and higher ranked rural roads and the study was performed within a European road authorities' research project. The priorities for the review were determined by a questionnaire survey on model availability and needs, addressed to national road authorities in Europe and worldwide. The salient literature was reviewed and existing models were assessed in terms of theoretical approaches, model characteristics, implementation conditions, data requirements and available results. The review of CMFs focused on their background and development, the various methods for developing them and the key issues in their application. The review resulted in the development of an APM and CMF inventory that forms the basis for an online repository, with the aim of assisting the practical application of gathered experience on accident prediction.
Article navigation
October 2017
Research Article|
May 08 2017
Road traffic accident prediction modelling: a literature review
George Yannis, PhD;
George Yannis, PhD
Professor
Department of Transportation Planning and Engineering, National Technical University of Athens, Athens, Greece (corresponding author: geyannis@central.ntua.gr)
Search for other works by this author on:
Anastasios Dragomanovits, BSc;
Anastasios Dragomanovits, BSc
Research Associate
Department of Transportation Planning and Engineering, National Technical University of Athens, Athens, Greece
Search for other works by this author on:
Alexandra Laiou, MSc;
Alexandra Laiou, MSc
Research Associate
Department of Transportation Planning and Engineering, National Technical University of Athens, Athens, Greece
Search for other works by this author on:
Francesca La Torre, PhD;
Francesca La Torre, PhD
Professor
Department of Civil and Environmental Engineering, University of Florence, Florence, Italy
Search for other works by this author on:
Lorenzo Domenichini, PhD;
Lorenzo Domenichini, PhD
Professor
Department of Civil and Environmental Engineering, University of Florence, Florence, Italy
Search for other works by this author on:
Thomas Richter, PhD;
Thomas Richter, PhD
Professor
Fachgebiet Straßenplanung und Straßenbetrieb, Technische Universität Berlin, Berlin, Germany
Search for other works by this author on:
Stephan Ruhl, Dipl.Ing.;
Stephan Ruhl, Dipl.Ing.
Research Associate
Fachgebiet Straßenplanung und Straßenbetrieb, Technische Universität Berlin, Berlin, Germany
Search for other works by this author on:
Daniel Graham, PhD;
Daniel Graham, PhD
Professor
Department of Civil and Environmental Engineering, Imperial College London, London, UK
Search for other works by this author on:
Niovi Karathodorou, PhD
Niovi Karathodorou, PhD
Research Associate
Department of Civil and Environmental Engineering, Imperial College London, London, UK
Search for other works by this author on:
Publisher: Emerald Publishing
Received:
March 27 2016
Accepted:
February 17 2017
Online ISSN: 1751-7710
Print ISSN: 0965-092X
ICE Publishing: All rights reserved
2017
Proceedings of the Institution of Civil Engineers - Transport (2017) 170 (5): 245–254.
Article history
Received:
March 27 2016
Accepted:
February 17 2017
Citation
Yannis G, Dragomanovits A, Laiou A, La Torre F, Domenichini L, Richter T, Ruhl S, Graham D, Karathodorou N (2017), "Road traffic accident prediction modelling: a literature review". Proceedings of the Institution of Civil Engineers - Transport, Vol. 170 No. 5 pp. 245–254, doi: https://doi.org/10.1680/jtran.16.00067
Download citation file:
New and popular articles
Suggested Reading
Flexible model structure for discrete-choice models
Proceedings of the Institution of Civil Engineers - Transport (February,2012)
Development of a transport model for East Kowloon, Hong Kong
Proceedings of the Institution of Civil Engineers - Transport (May,2000)
Calibration and validation of parking search-time function
Proceedings of the Institution of Civil Engineers - Transport (February,2015)
Bus travel time reliability analysis: a case study
Proceedings of the Institution of Civil Engineers - Transport (June,2014)
Estimation of annual average daily traffic with optimal adjustment factors
Proceedings of the Institution of Civil Engineers - Transport (May,2014)
Related Chapters
The Integration of the Connection Between Land Use and Traffic Surrounding Rail Transit Stations: The Case of Nanjing
Sustainable Transport for Chinese Cities
Planning for Disruptive Transport Technologies: How Prepared Are Australian Transport Agencies?
Governance of the Smart Mobility Transition
Qualitative Methods in Transport Research: The ‘Action Research’ Approach
Transport Survey Methods: Best Practice for Decision Making
Recommended for you
These recommendations are informed by your reading behaviors and indicated interests.
