Evaluating the benefits of using a context classification system to develop intersection safety performance functions

IF 2.4 3区 工程技术 Q3 TRANSPORTATION Journal of Transportation Safety & Security Pub Date : 2021-06-02 DOI:10.1080/19439962.2021.1933285
Ghalia Gamaleldin, H. Al-Deek, Adrian Sandt, John McCombs
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Abstract

Abstract Safety performance functions (SPFs) are used to predict intersection crashes. Unlike previous studies, which only used the three categories outlined in the Highway Safety Manual (HSM) to develop SPFs, this research developed SPFs based on a new context classification system developed by the Florida Department of Transportation (FDOT) which categorizes intersections into eight context categories. Two types of comparisons were used to evaluate the benefits of context-specific SPFs for the C3R-Suburban Residential and C4-Urban General context categories. First, individual intersection group SPFs were developed for unsignalized and signalized 3-leg and 4-leg intersection groups within each category. These individual SPFs were then compared to full category SPFs using data from all four intersection groups. The individual SPFs typically had lower performance measure values and more accurate crash predictions than the full SPFs while containing additional variables. For example, FDOT District 7 and major median were significant in several individual C3R SPFs but not in the full SPF. Next, comparisons were made between context-specific SPFs and HSM SPFs for two intersection groups (C3R signalized 4-leg and C4 unsignalized 3-leg). The context-specific SPFs outperformed the HSM SPFs in predicting multi-vehicle crashes, demonstrating the improved benefits that agencies can gain by developing context-specific SPFs.
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评价使用上下文分类系统开发交叉口安全性能函数的效益
摘要安全性能函数(SPFs)用于交叉口碰撞预测。与以往的研究不同,以往的研究只使用公路安全手册(HSM)中概述的三个类别来开发spf,本研究基于佛罗里达州交通部(FDOT)开发的一种新的情境分类系统来开发spf,该系统将十字路口分为八个情境类别。采用两种类型的比较来评估c3r -郊区住宅和c4 -城市一般环境类别的特定环境spf的效益。首先,对每个类别中无信号和有信号的3腿和4腿交叉口组分别建立了单独的交叉口组spf。然后使用所有四个交叉组的数据将这些个体spf与完整类别spf进行比较。与包含额外变量的完整spf相比,单个spf通常具有较低的性能度量值和更准确的崩溃预测。例如,FDOT第7区和主要中位数在几个单独的C3R SPF中显着,但在整个SPF中不显着。接下来,比较了两个交叉组(C3R信号4-leg和C4无信号3-leg)的上下文特异性spf和HSM spf。在预测多车碰撞事故方面,特定环境的SPFs优于HSM SPFs,这表明机构可以通过开发特定环境的SPFs获得更好的收益。
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来源期刊
CiteScore
6.00
自引率
15.40%
发文量
38
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