Evaluating the Effect of Roadway and Development Factors on the Rural Road Safety Risk Index

As roadway and development factors are identified as the most effective factors contributing to road traffic accidents, investigating these factors could lead to reducing the accident frequency rate. However, previous works focused on investigating the effect of roadway factors on the accident frequ...

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Main Authors: Shahriar Afandizadeh, Shahab Hassanpour
Format: Article
Language:English
Published: Hindawi Limited 2020-01-01
Series:Advances in Civil Engineering
Online Access:http://dx.doi.org/10.1155/2020/7820565
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spelling doaj-8be591eb619d4383973d5cc51568571e2020-11-25T02:46:57ZengHindawi LimitedAdvances in Civil Engineering1687-80861687-80942020-01-01202010.1155/2020/78205657820565Evaluating the Effect of Roadway and Development Factors on the Rural Road Safety Risk IndexShahriar Afandizadeh0Shahab Hassanpour1Civil Engineering Department, Iran University Science and Technology, Tehran, IranCivil Engineering Department, Iran University Science and Technology, Tehran, IranAs roadway and development factors are identified as the most effective factors contributing to road traffic accidents, investigating these factors could lead to reducing the accident frequency rate. However, previous works focused on investigating the effect of roadway factors on the accident frequency rate using statistical analysis. The present study aimed to evaluate the effect of roadway and development factors on the accident frequency rate using ANOVA and Chi-square tests on a rural road. Secondly, it aimed to develop a rural road safety risk index based on K-means clustering and Gaussian models. The findings indicated that the operating speed and the differences between posted speed limits and the operating speed are the pivotal influencing factors on the accident frequency rate. Moreover, clustering analysis of the roadway and development factors on the two-lane, two-way road of Borujerd-Khorramabad indicated six clusters which were identified as highly, relatively highly, moderately, relatively lowly, lowly risky, and not risky (safe) clusters. Regarding clusters, the accident frequency rate increased by decreasing the difference between the posted speed limits and the operating speed from the safe cluster. In addition, the risky index model based on the Gaussian model showed that the average reducing factor of accident frequency rate reached 0.99 by increasing per km/hr in the difference between the posted speed limits and the operating speed among low risky and safe clusters, while it was equal to 1.17 in risky and unsafe clusters. The comparison of the clusters revealed that accident occurrence probability in risky clusters was more than the ones in low risky or safe clusters. Therefore, the maximum and minimum values of the safety risk index were observed in the sixth and the third clusters, respectively.http://dx.doi.org/10.1155/2020/7820565
collection DOAJ
language English
format Article
sources DOAJ
author Shahriar Afandizadeh
Shahab Hassanpour
spellingShingle Shahriar Afandizadeh
Shahab Hassanpour
Evaluating the Effect of Roadway and Development Factors on the Rural Road Safety Risk Index
Advances in Civil Engineering
author_facet Shahriar Afandizadeh
Shahab Hassanpour
author_sort Shahriar Afandizadeh
title Evaluating the Effect of Roadway and Development Factors on the Rural Road Safety Risk Index
title_short Evaluating the Effect of Roadway and Development Factors on the Rural Road Safety Risk Index
title_full Evaluating the Effect of Roadway and Development Factors on the Rural Road Safety Risk Index
title_fullStr Evaluating the Effect of Roadway and Development Factors on the Rural Road Safety Risk Index
title_full_unstemmed Evaluating the Effect of Roadway and Development Factors on the Rural Road Safety Risk Index
title_sort evaluating the effect of roadway and development factors on the rural road safety risk index
publisher Hindawi Limited
series Advances in Civil Engineering
issn 1687-8086
1687-8094
publishDate 2020-01-01
description As roadway and development factors are identified as the most effective factors contributing to road traffic accidents, investigating these factors could lead to reducing the accident frequency rate. However, previous works focused on investigating the effect of roadway factors on the accident frequency rate using statistical analysis. The present study aimed to evaluate the effect of roadway and development factors on the accident frequency rate using ANOVA and Chi-square tests on a rural road. Secondly, it aimed to develop a rural road safety risk index based on K-means clustering and Gaussian models. The findings indicated that the operating speed and the differences between posted speed limits and the operating speed are the pivotal influencing factors on the accident frequency rate. Moreover, clustering analysis of the roadway and development factors on the two-lane, two-way road of Borujerd-Khorramabad indicated six clusters which were identified as highly, relatively highly, moderately, relatively lowly, lowly risky, and not risky (safe) clusters. Regarding clusters, the accident frequency rate increased by decreasing the difference between the posted speed limits and the operating speed from the safe cluster. In addition, the risky index model based on the Gaussian model showed that the average reducing factor of accident frequency rate reached 0.99 by increasing per km/hr in the difference between the posted speed limits and the operating speed among low risky and safe clusters, while it was equal to 1.17 in risky and unsafe clusters. The comparison of the clusters revealed that accident occurrence probability in risky clusters was more than the ones in low risky or safe clusters. Therefore, the maximum and minimum values of the safety risk index were observed in the sixth and the third clusters, respectively.
url http://dx.doi.org/10.1155/2020/7820565
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