Analysis of Freeway Secondary Crashes With a Two-Step Method by Loop Detector Data

被引:9
|
作者
Yang, Bo [1 ,2 ]
Guo, Yanyong [1 ,2 ,3 ]
Xu, Chengcheng [1 ,2 ]
机构
[1] Southeast Univ, Jiangsu Key Lab Urban ITS, Nanjing 210096, Jiangsu, Peoples R China
[2] Southeast Univ, Jiangsu Prov Collaborat Innovat Ctr Modern Urban, Sch Transportat, Nanjing 210096, Jiangsu, Peoples R China
[3] Univ British Columbia, Dept Civil Engn, Vancouver, BC V6T 1Z4, Canada
来源
IEEE ACCESS | 2019年 / 7卷
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Freeways; traffic flow; secondary crash; identification method; random effect logit regression;
D O I
10.1109/ACCESS.2019.2895613
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A two-step identification method of secondary crashes (SCs) is developed in this paper, and the effects of traffic variables on the SC risks on freeways are captured. Crash-related data were obtained from the I-880 freeway in California, USA. Combined with the speed contour map, the SCs were identified by the real shock wave speed index and the SC identification index. The random effect logit regression was applied to analyze the significantly contributing factors and their mechanism on the SCs. The results showed that the significantly contributing factors are different between the initial SC model and SC models (Threshold D 20mile/h, 15mile/h, 10mile/h, 5mile/h), except for the variable of the standard deviation of 30s vehicle speed during 5-10 min. In the SC models, the number of significant contributing factors increases with the increase in the threshold value. The results of the elasticity analysis showed that the elasticity values of the hit object crash, wet surface road, the average 30-s vehicle speed during 5-10 min, and the average 30-s vehicle count during 5-10 min are greater than 10%.
引用
收藏
页码:22884 / 22890
页数:7
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