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Time series trends of the safety effects of pavement resurfacing

Authors
Park, JuneyoungAbdel-Aty, MohamedWang, Jung-Han
Issue Date
Apr-2017
Publisher
PERGAMON-ELSEVIER SCIENCE LTD
Keywords
Safety effects; Pavement resurfacing; Crash modification factors and functions; Nonlinear models; Time series models
Citation
ACCIDENT ANALYSIS AND PREVENTION, v.101, pp.78 - 86
Indexed
SSCI
SCOPUS
Journal Title
ACCIDENT ANALYSIS AND PREVENTION
Volume
101
Start Page
78
End Page
86
URI
https://scholarworks.bwise.kr/erica/handle/2021.sw.erica/10070
DOI
10.1016/j.aap.2017.02.006
ISSN
0001-4575
Abstract
This study evaluated the safety performance of pavement resurfacing projects on urban arterials in Florida using the observational before and after approaches. The safety effects of pavement resurfacing were quantified in the crash modification factors (CMFs) and estimated based on different ranges of heavy vehicle traffic volume and time changes for different severity levels. In order to evaluate the variation of CMFs over time, crash modification functions (CMFunctions) were developed using nonlinear regression and time series models. The results showed that pavement resurfacing projects decrease crash frequency and are found to be more safety effective to reduce severe crashes in general. Moreover, the results of the general relationship between the safety effects and time changes indicated that the CMFs increase over time after the resurfacing treatment. It was also found that pavement resurfacing projects for the urban roadways with higher heavy vehicle volume rate are more safety effective than the roadways with lower heavy vehicle volume rate. Based on the exploration and comparison of the developed CMFucntions, the seasonal autoregressive integrated moving average (SARIMA) and exponential functional form of the nonlinear regression models can be utilized to identify the trend of CMFs over time. (C) 2017 Elsevier Ltd. All rights reserved.
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Park, June young
ERICA 공학대학 (DEPARTMENT OF TRANSPORTATION AND LOGISTICS ENGINEERING)
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