Analysis of Influencing Factors of Drivers’ Fault Emergency Response Behavior in CMV-NCMV Crashes

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-06-19 DOI:10.1155/2024/3606205
Panyi Wei, Jianling Huang, Yanyan Chen, Jianming Ma, Yunchao Zhang, Shaohua Wang, Ning Chen
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Abstract

Drivers’ fault emergency response behavior can easily lead to crashes, resulting in significant economic and property losses. Exploring the causes of improper emergency response behavior is crucial for regulating driver behavior and preventing crash. Therefore, based on crashes data between commercial motor vehicles (CMVs) and noncommercial motor vehicles (NCMVs) that occurred in China from 2014 to 2018, this study established a binary logistic regression model. It systematically analyzed the key factors influencing drivers’ fault emergency response behaviors in terms of individuals, vehicles, road conditions, environment, and corporate management. Additionally, it compared the differences in the influencing factors of fault emergency response behaviors between drivers of CMV and NCMV. The results indicate that the model fits well. The presence of faulty emergency response behavior in drivers is significantly correlated with five factors: age, gender, fatigue driving, speeding, and weather conditions. Moreover, these factors have different impacts on CMV drivers and NCMV drivers. Fatigue driving and speeding have a more significant impact on CMV drivers, while other factors are more pronounced for NCMV drivers. This study can provide valuable insights for the development of measures aimed at reducing the severity of CMV-NCMV crashes.

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CMV-NCMV 碰撞事故中驾驶员故障应急响应行为的影响因素分析
驾驶员的错误应急行为很容易导致车祸,造成重大经济和财产损失。探究不当应急行为的原因对于规范驾驶员行为、预防碰撞事故至关重要。因此,本研究基于2014-2018年中国发生的商用机动车(CMV)与非商业机动车(NCMV)之间的碰撞事故数据,建立了二元逻辑回归模型。从个人、车辆、路况、环境、企业管理等方面系统分析了影响驾驶员故障应急行为的关键因素。此外,还比较了 CMV 和 NCMV 驾驶员故障应急行为影响因素的差异。结果表明,模型拟合良好。驾驶员故障应急行为的存在与年龄、性别、疲劳驾驶、超速和天气条件这五个因素显著相关。而且,这些因素对 CMV 驾驶员和 NCMV 驾驶员的影响各不相同。疲劳驾驶和超速对 CMV 驾驶员的影响更为明显,而其他因素对 NCMV 驾驶员的影响则更为明显。这项研究可为制定旨在降低 CMV-NCMV 碰撞严重程度的措施提供宝贵的见解。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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