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基于车道级交通数据的高速公路交织段多车安全功能

Multi-vehicle safety functions for freeway weaving segments using lane-level traffic data.

机构信息

Department of Civil, Environmental & Construction Engineering, University of Central Florida, Orlando, FL 32816, USA.

出版信息

Accid Anal Prev. 2023 Aug;188:107113. doi: 10.1016/j.aap.2023.107113. Epub 2023 May 12.

Abstract

This study develops Safety Performance Functions (SPFs) for freeway weaving segments. Due to the coexistence of three different movements including through, merging, and divering traffic, the probability of crashes in weaving segments is higher compared to other segment types. Further, the traffic flow in this section is the most unstable. Hence, to analyze detailed traffic conditions, this study utilized lane-level traffic data. The SPFs were developed using the Poisson Lognormal (PLN) regression model technique. The results showed that different traffic parameters were significant based on the types of crashes. For the rear-end crashes model, more general traffic conditions of the weaving segment were found to be significantly associated with the crash frequency such as the natural logarithm of average speed of through lanes. Nevertheless, for the sideswipe and angle crashes models, the traffic variables which are directly related to the weaving movements were selected as significant factors such as the off-ramp volume ratio, and standard deviation of speed of the rightmost lane. The results presented in this study can be meaningful in that they can serve as a basis for the weaving segments related safety evaluation studies. In addition, the developed models' results can be a great source to establish operational strategies to improve traffic safety on freeway weaving segments.

摘要

本研究开发了高速公路交织区的安全绩效函数(SPF)。由于存在三种不同的运动,包括直通、合流和分流交通,因此与其他类型的路段相比,交织区发生碰撞的概率更高。此外,该路段的交通流最不稳定。因此,为了分析详细的交通状况,本研究利用了车道级交通数据。使用泊松对数正态(PLN)回归模型技术开发了 SPF。结果表明,不同的交通参数根据碰撞类型而具有显著意义。对于追尾碰撞模型,发现交织段更普遍的交通状况与碰撞频率显著相关,例如直通车道的平均速度自然对数。然而,对于侧面碰撞和角度碰撞模型,与交织运动直接相关的交通变量被选为显著因素,例如出口匝道流量比和最右侧车道速度的标准差。本研究中的结果具有重要意义,因为它们可以作为与交织段相关的安全评估研究的基础。此外,所开发模型的结果可以成为制定运营策略以提高高速公路交织段交通安全的重要依据。

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