Department of Civil and Environmental Engineering, Michigan State University, 428 S. Shaw Lane, East Lansing, MI, 48824, USA.
Accid Anal Prev. 2018 Dec;121:202-212. doi: 10.1016/j.aap.2018.09.014. Epub 2018 Sep 24.
Snowfall affects traffic safety by impacting vehicle performance, driver behavior, and the transportation infrastructure. Depending on intensity snowfall can reduce visibility, pavement friction performance, vehicle stability and maneuverability. Based on this premise, the objective of this study was to use spatial interpolation to analyze the effects of annual snowfall on crash occurrence at non-interchange freeway segment locations in Michigan. Using the geostatistical method of Ordinary Kriging, site specific historical snowfall values were estimated based on data obtained from a series of weather stations during the primary winter months (December, January, and February) for the years of 2004 through 2014 along Michigan's entire limited access freeway network. These weather data were spatially matched with historical crash data and roadway inventory data for each freeway segment. A Negative Binomial regression model was developed to quantify the effects of snowfall on crashes. Explanatory variables included annual average daily traffic, segment length, horizontal curvature, and snowfall. The results indicated that annual snowfall has a statistically significant positive effect on winter crashes for all types of crashes analyzed. With respect to vehicle type, crashes involving a truck or bus experienced the strongest relationship with annual snowfall. Considering crash severity, property damage crashes possessed a stronger relationship with snowfall as opposed to injury crashes.
降雪通过影响车辆性能、驾驶员行为和交通基础设施来影响交通安全。根据降雪强度,降雪会降低能见度、路面摩擦性能、车辆稳定性和机动性。基于这一前提,本研究的目的是使用空间插值来分析密歇根州非互通式高速公路路段年度降雪对事故发生的影响。使用普通克里金空间插值法,根据 2004 年至 2014 年主要冬季(12 月、1 月和 2 月)期间一系列气象站获得的数据,估算了特定地点的历史降雪值,这些数据与每个高速公路路段的历史事故数据和道路清单数据在空间上进行了匹配。建立了负二项回归模型来量化降雪对事故的影响。解释变量包括年平均日交通量、路段长度、水平曲率和降雪量。结果表明,降雪对所有类型的冬季事故都有统计学上的显著正影响。就车辆类型而言,涉及卡车或公共汽车的事故与年降雪量的关系最强。就事故严重程度而言,与伤害事故相比,财产损失事故与降雪的关系更强。