时代汽车2024,Issue(14) :182-184,198.

基于随机森林模型的右转车与非机动车冲突风险影响因素研究

A Study on the Influencing Factors of Conflict Risk between Right Turning Vehicles and Non motorized Vehicles——Based on Random Forest Model

黄士倩 周旦 顾国斌 杨瑞新 赵振忠 陈建球
时代汽车2024,Issue(14) :182-184,198.

基于随机森林模型的右转车与非机动车冲突风险影响因素研究

A Study on the Influencing Factors of Conflict Risk between Right Turning Vehicles and Non motorized Vehicles——Based on Random Forest Model

黄士倩 1周旦 1顾国斌 2杨瑞新 1赵振忠 1陈建球2
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作者信息

  • 1. 桂林电子科技大学建筑与交通工程学院 广西 桂林 541004
  • 2. 南宁学院广西中国-东盟综合交通国际联合重点实验室 广西 南宁 530000
  • 折叠

摘要

为分析车速、周期、冲突位置,以及交通量等因素对城市平面交叉口交通冲突的影响,从机动车特性、非机动车特性、交叉口特性三方面初选 21 个影响因素,选取南宁市桂林市 4 个典型平面交叉口进行实地调研,记录右转机动车与非机动车之间 345 条交通冲突数据作为分析样本,采用随机森林法分析城市交叉口右转车与非机动车风险构成要素间的致因及其显著性.研究结果表明:在城市交叉口中右转车与非机动车速度、各进口道周期、绿灯时长、交通量越大,发生冲突的概率越大;当机非冲突位置在交叉口中时,冲突的发生概率越大,应加强右转车在交叉口与非机动车转弯的安全风险防控.

Abstract

To analyze the impact of factors such as vehicle speed,cycle,conflict location,and traffic volume on traffic conflicts at urban level intersections,21 influencing factors were initially selected from three aspects:motor vehicle characteristics,non motor vehicle characteristics,and intersection characteristics.Four typical level intersections in Guilin,Nanning were selected for field research,and 345 traffic conflict data between right turning motor vehicles and non motor vehicles were recorded as analysis samples,Using the random forest method to analyze the causes and significance of the risk components between right turn vehicles and non motorized vehicles at urban intersections.The research results indicate that the higher the speed of right turning vehicles and non motorized vehicles,the cycle of each entrance,the duration of green lights,and the traffic volume at urban intersections,the greater the probability of conflicts occurring;When the non conflicting position of the aircraft is in the intersection,the probability of conflict occurring is higher.Therefore,it is necessary to strengthen the safety risk prevention and control of right turning vehicles turning with non motorized vehicles at the intersection.

关键词

机非冲突/影响因素/随机森林/交通安全

Key words

Conflict Between Machine and Non Machine/Influencing Factors/Random Forest/Traffic Safety

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基金项目

大学生创新训练计划立项项目(S202210595279)

2021年度广西中国-东盟综合交通国际联合重点实验室运行补助项目(21-220-21)

南宁市科学研究与技术开发计划项目(20223230)

出版年

2024
时代汽车
时代汽车

时代汽车

影响因子:0.014
ISSN:1672-9668
参考文献量4
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