Association rules to identify factors affecting risk and severity of road accidents
Authors:
- Irina Makarova,
- Gulnara Yakupova,
- Polina Buyvol,
- Eduard Mukhametdinov,
- Anton Pashkevich
Abstract
The current increase in automobilization leads to a decrease in road safety. Therefore, the purpose of this research is to analyze and identify the causes that significantly affect the risk and severity of accidents. For this purpose, both histograms plotting and association rules were used. The statistics of traffic accidents in Elabuga town for 2017-2018 were taken as initial information. To identify the most traumatic types of traffic accidents, graphs of the number of accidents by types of accidents and the number of victims for 2017-2018 were constructed. It was found that the greatest number of injured (wounded or dead) is observed in collisions and hitting a pedestrian. Then, road sections of the concentration of accidents were analyzed, the most common types of accidents and the main violations of traffic rules that contribute to the occurrence of accidents were determined. To identify hidden relationships between factors and accidents with severe consequences, association rules were applied. As a result, the influence of weather conditions, quality of road infrastructure and marking was established.
- Record ID
- CUT8044364d220a4aaeab07f8ac78734884
- Publication categories
- ; ;
- Author
- Pages
- 614-621
- Other elements of collation
- rys.; tab.; Bibliografia (na s.) - 621; Oznaczenie streszczenia - Abstr.
- Book
- Berns Karsten, Karsten Berns Helfert Markus, Markus Helfert Gusikhin Oleg Oleg Gusikhin (eds.): Proceedings of the 6th International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS 2020), 2020, Setúbal, Portugal, Science and Technology Publications, Lda, ISBN 978-989-758-419-0
- Keywords in English
- accidents, association rules, factors, safety, severity of consequences, vehicles
- DOI
- DOI:10.5220/0009836506140621 Opening in a new tab
- URL
- https://www.scitepress.org/Link.aspx?doi=10.5220%2f0009836506140621 Opening in a new tab
- Language
- eng (en) English
- License
- Score (nominal)
- 5
- Additional fields
- Indeksowana w: Scopus
- Uniform Resource Identifier
- https://cris.pk.edu.pl/info/article/CUT8044364d220a4aaeab07f8ac78734884/
- URN
urn:pkr-prod:CUT8044364d220a4aaeab07f8ac78734884
* presented citation count is obtained through Internet information analysis, and it is close to the number calculated by the Publish or PerishOpening in a new tab system.