首页|基于Ordered Probit模型的人车冲突安全影响因素研究

基于Ordered Probit模型的人车冲突安全影响因素研究

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为探究和定量分析人车冲突严重程度的影响因素,通过采集 3 个信号交叉口的人车冲突视频数据,利用T-Analyst标定人车轨迹并计算冲突指标(PET),采用85%位累计频率曲线法划分人车冲突等级;从人、车、路及环境特征中选取10 个因素作为变量,构建Ordered Probit模型,以确立人车冲突严重程度的显著影响因素,并通过边际效应定量分析不同显著因素的影响程度.研究结果表明:行人闯红灯情况、年龄、行人交通量、人行道占用情况、人行道起点终点、车辆速度变化及车流量是人车冲突严重程度的显著因素,相较于各自参考量,行人闯红灯、车辆加速通过冲突点、人行道起点及老年人造成严重冲突的概率分别增加8.2%,5.9%,5.1%,4.4%;相较于低流量的交通流,较高流量的车流和行人交通流使得严重冲突的概率分别增加3.7%,2.5%,但人行道占用使得严重冲突的概率下降6.8%.研究结果可为信号交叉口行人过街交通安全设施的设计和实施提供理论依据.
Research on influencing factors of pedestrian-vehicle conflict safety based on Ordered Probit model
To investigate and quantitatively analyze the factors influencing the severity of pedestrian-vehicle conflict,the video data of pedestrian-vehicle conflict at three signal intersections was collected.The pedestrian-vehicle trajectories were calibra-ted by using T-Analyst,then the conflict index(PET)was calculated,and the 85%bit cumulative frequency curve method was used to classify the pedestrian-vehicle conflict levels.Ten factors were selected as variables from pedestrain,vehicle,road,and environmental characteristics,then an Ordered Probit model was constructed to establish the significant influencing factors on the severity of pedestrian-vehicle conflict,and the degree of influence of different significant factors was quantified by marginal effect.The results of the study show that the degree of pedestrian-vehicle conflict is significantly affected by fac-tors such as pedestrian red-light running,age,pedestrian traffic volume,sidewalk occupancy,sidewalk starting and ending points,vehicle speed changes,and traffic flow,and compared to their respective reference quantities,the probability of serious conflict caused by pedestrian running red light,vehicle acceleration through the conflict point,pedestrian starting point,and elderly increases by 8.2%,5.9%,5.1%and 4.4%,respectively.Compared to low flow traffic flow,the high flow of vehicles and pedestrian traffic increases the probability of serious conflict by 3.7%and 2.5%,respectively,but the sidewalk occupan-cy make the probability of serious conflict decrease by 6.8%.The research results can provide a theoretical basis for the de-sign and implementation of pedestrian crossing traffic safety facilities at signal intersections.

signal intersectionpedestrian safetyseverity of pedestrian-vehicle conflictOrdered Probit modelmarginal effect

裴玉龙、杜小敏、沈威宇

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东北林业大学 交通研究中心,黑龙江 哈尔滨 150040

信号交叉口 行人安全 人车冲突严重度 Ordered Probit模型 边际效应

国家重点研发计划

2017YFC0803901

2024

中国安全生产科学技术
中国安全生产科学研究院

中国安全生产科学技术

CSTPCD北大核心
影响因子:1.119
ISSN:1673-193X
年,卷(期):2024.20(3)
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