Learning from Moped Crash Data: Identifying Risk Factors Contributing to the Severity of Injuries Sustained by Moped Riders

Chengxin Zhang, Dania Ammar, Zifei Wang, Huizhong Guo, Motao Zhu, Shan Bao
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Abstract

Mopeds are light vehicles that provide solutions for short-distance travel, traffic congestion, and environmental pollution issues. However, because of the limited physical protection they offer, moped riders are more likely to sustain severe injuries in a crash than vehicle passengers. This study aims to investigate the features and patterns associated with recent moped crashes and analyzed the severity of injuries sustained by riders and related risk factors in 1,657 moped crashes in Michigan during a five-year period (2017–2021). A multinomial logit model was built to examine the association between crash injury severity levels and 13 variables from three main categories: crash features; rider behaviors/cognitive status; and environmental conditions. The descriptive statistics showed that 79% of injuries sustained by moped riders in crashes were minor, and the injured riders tended to be younger, male, and not wearing helmets. The findings indicate a significant correlation between the severity of injuries sustained by riders and several factors: the type of crash (whether single, head-on, or angle collision); the age of the riders (with older riders being more susceptible), visibility conditions (especially during nighttime); and helmet usage. Notably, single and head-on crashes were the primary causes of injuries. These results highlight the importance of heightened vigilance among moped riders, particularly when navigating poorly maintained surfaces or riding under low-light conditions. It is imperative that riders consistently use helmets to minimize risks. Additionally, setting guidelines or restrictions on helmet use, rider age, riding hours, and permissible areas in which to ride could further contribute to improving overall safety for moped riders.
从轻便摩托车碰撞数据中学习:确定导致轻便摩托车驾驶员受伤严重程度的风险因素
轻便摩托车是一种轻型车辆,可以解决短途出行、交通拥堵和环境污染等问题。然而,由于轻便摩托车所提供的人身保护有限,与汽车乘客相比,轻便摩托车驾驶员在车祸中更容易受到严重伤害。本研究旨在调查与近期轻便摩托车碰撞事故相关的特征和模式,并分析了五年内(2017-2021 年)密歇根州 1,657 起轻便摩托车碰撞事故中骑手受伤的严重程度和相关风险因素。研究人员建立了一个多叉logit模型,以检验碰撞伤害严重程度与三大类13个变量之间的关联:碰撞特征、骑手行为/认知状态和环境条件。描述性统计结果表明,轻便摩托车骑手在碰撞事故中所受的伤害中,79%为轻伤,受伤骑手多为年轻人、男性且未佩戴头盔。研究结果表明,轻便摩托车骑手受伤的严重程度与以下几个因素密切相关:碰撞类型(单次碰撞、正面碰撞或角度碰撞)、骑手的年龄(年龄较大的骑手更容易受伤)、能见度条件(尤其是在夜间)和头盔的使用情况。值得注意的是,单车碰撞和正面碰撞是造成伤害的主要原因。这些结果凸显了轻便摩托车驾驶者提高警惕的重要性,尤其是在维护不善的路面上行驶或在弱光条件下骑行时。骑行者必须坚持使用头盔,以最大限度地降低风险。此外,在头盔使用、骑手年龄、骑行时间和允许骑行的区域等方面制定指导方针或限制措施,可以进一步提高轻便摩托车骑手的整体安全水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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