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Exploring the motorcycle crash risks and riders' risk profiles: Evidence from the motorcycle crash causation study 摩托车碰撞风险与骑手风险特征探讨:来自摩托车碰撞因果关系研究的证据
IF 3.3 Q3 TRANSPORTATION Pub Date : 2026-01-22 DOI: 10.1016/j.iatssr.2025.10.003
Mouyid Islam , Xiaobing Li
Motorcyclists are among the most vulnerable road users in the United States, facing disproportionately high crash and fatality rates, while many states prioritize motorcycle safety through the Strategic Highway Safety Plan. Despite this alarming trend, crash reports often lack critical insights into rider behavior and contributing risk factors. National crash data highlights an alarming trend where motorcycle crashes and fatality rates significantly exceed those of passenger cars, with sharp increases in recent years. However, existing crash reports often lack critical details about motorcycle operator behavior and risk factors, limiting efforts to develop effective safety interventions. This study aims to bridge this gap by analyzing the Federal Highway Administration's Motorcycle Crash Causation Study dataset, incorporating both crash-involved motorcyclists and paired control groups who were not in the crashes. By applying a random parameter logit model to estimate crash likelihood and a random parameter Weibull model to assess hazard duration until crash occurrence, this research identifies key contributing factors. Findings reveal that rider age, annual mileage, prior crash experience, passenger presence, travel speed, licensing status, motorcycle maintenance practices, and riding tasks play pivotal roles in influencing motorcycle crash risks. These insights underscore the urgent need for targeted motorcycle rider training, policy enhancements, and proactive safety interventions. By collaborating with state and local stakeholders, decision-makers can implement strategies that reduce motorcycle-related crashes, ultimately improving roadway safety for all users.
摩托车手是美国最脆弱的道路使用者之一,他们面临着不成比例的高碰撞率和死亡率,而许多州通过《公路安全战略计划》将摩托车安全列为优先事项。尽管这一趋势令人担忧,但事故报告往往缺乏对乘客行为和风险因素的关键洞察。国家碰撞数据突出了一个令人担忧的趋势,即摩托车碰撞和死亡率大大超过乘用车,近年来急剧上升。然而,现有的事故报告往往缺乏关于摩托车驾驶员行为和风险因素的关键细节,限制了制定有效安全干预措施的努力。本研究旨在通过分析联邦公路管理局的摩托车碰撞因果研究数据集来弥合这一差距,该数据集包括涉及碰撞的摩托车手和未发生碰撞的配对对照组。本文采用随机参数logit模型估计碰撞可能性,采用随机参数威布尔模型评估碰撞发生前的危害持续时间,确定了关键影响因素。研究结果表明,骑手年龄、年行驶里程、碰撞经验、乘客人数、行驶速度、驾照状态、摩托车维修实践和骑行任务是影响摩托车碰撞风险的关键因素。这些见解强调了有针对性的摩托车骑手培训、政策加强和主动安全干预的迫切需要。通过与州和地方利益相关者合作,决策者可以实施减少摩托车相关碰撞的战略,最终改善所有用户的道路安全。
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引用次数: 0
Revealing preferences for Bangkok Metro Station access modes through perceptions of safety, walkability, and service quality: A hybrid choice modeling approach 通过对安全性、可步行性和服务质量的感知揭示曼谷地铁站访问模式的偏好:混合选择建模方法
IF 3.3 Q3 TRANSPORTATION Pub Date : 2026-01-17 DOI: 10.1016/j.iatssr.2026.01.001
Varameth Vichiensan , Vasinee Wasuntarasook , Sathita Malaitham , Atsushi Fukuda , Wiroj Rujopakarn
In developing cities, the effectiveness of urban rail systems depends not only on network expansion but also on safe and reliable first- and last-mile connections. This study examines metro station access mode choice in Bangkok, where informal services such as motorcycle taxis and Songthaews are widely used. A hybrid choice modeling framework is employed to integrate latent perceptions with observed factors, linking preferences, socio-demographics, and access mode choice behavior. Incorporating latent variables improved model fit, with the hybrid choice model outperforming a multinomial logit model benchmark. Walking increases when pedestrian environments meet safety and comfort expectations, while motorcycle taxi use declines when safety and service concerns persist. Songthaew choice is influenced more by tangible attributes than by latent perceptions. Socio-demographics affect mode choices both directly and indirectly through latent preferences, revealing attitudinal mediation pathways. The study highlights targeted interventions to improve walking environments, enhance motorcycle taxi safety, explore safer flexible alternatives, and standardize operations for informal modes, thereby supporting safety, sustainability, and equitable metro access in developing cities.
在发展中城市,城市轨道系统的有效性不仅取决于网络扩展,还取决于安全可靠的第一英里和最后一英里连接。本研究考察了曼谷地铁站的访问模式选择,在那里,摩托车出租车和松thaaews等非正式服务被广泛使用。采用混合选择建模框架将潜在感知与观察因素整合起来,将偏好、社会人口统计学和访问模式选择行为联系起来。结合潜在变量改进了模型拟合,混合选择模型优于多项logit模型基准。当行人环境满足安全和舒适的期望时,步行会增加,而当安全和服务问题持续存在时,摩托车出租车的使用会减少。松雪的选择更多地受到有形属性的影响,而不是潜在的感知。社会人口统计学通过潜在偏好直接和间接影响模式选择,揭示态度中介途径。该研究强调了有针对性的干预措施,以改善步行环境,提高摩托车出租车的安全性,探索更安全的灵活替代方案,并规范非正规模式的运营,从而支持发展中城市地铁的安全性、可持续性和公平性。
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引用次数: 0
Analyzing evacuation behaviors using virtual simulation and Levenshtein similarity: A case study of railway stations 基于虚拟仿真和Levenshtein相似度的疏散行为分析——以火车站为例
IF 3.3 Q3 TRANSPORTATION Pub Date : 2026-01-14 DOI: 10.1016/j.iatssr.2025.12.003
C.Y. LAM , S. AN , A.M. CRUZ
Effective analysis of evacuation behavior is essential for improving safety management in complex public spaces such as railway stations. This study presents a methodological framework that integrates a virtual simulation environment with the Levenshtein Similarity method to quantitatively examine behavioral sequences during emergency evacuation scenarios. A controlled experiment was conducted using a repeated measures design to observe participants' route choices under both normal and simulated emergency conditions. Behavioral trajectories were compared using Levenshtein Similarity to identify patterns and deviations in decision-making processes. The results demonstrate that this combined approach captures variations in individual responses to environmental cues, such as exit signs and spatial configurations. By focusing on low-congestion scenarios, the method provides a robust and reproducible way to assess evacuation strategies and decision-making processes. The study highlights the potential of integrating simulation and similarity based analysis as a scalable tool for evaluating human behavior in safety-critical environments.
有效的疏散行为分析对于提高火车站等复杂公共场所的安全管理水平至关重要。本研究提出了一种方法框架,将虚拟模拟环境与Levenshtein相似方法集成在一起,以定量检查紧急疏散场景中的行为序列。采用重复测量法设计对照实验,观察参与者在正常和模拟紧急情况下的路线选择。使用Levenshtein相似度对行为轨迹进行比较,以确定决策过程中的模式和偏差。结果表明,这种综合方法捕捉到了个体对环境线索(如出口标志和空间配置)的反应变化。通过关注低拥堵情况,该方法提供了一种稳健且可重复的方法来评估疏散策略和决策过程。该研究强调了将模拟和基于相似性的分析作为评估安全关键环境中人类行为的可扩展工具的潜力。
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引用次数: 0
Sharing the road with autonomous vehicles: US cyclists' attitudes, concerns, and infrastructure needs 与自动驾驶汽车共享道路:美国骑自行车者的态度、担忧和基础设施需求
IF 3.3 Q3 TRANSPORTATION Pub Date : 2026-01-13 DOI: 10.1016/j.iatssr.2025.12.005
Obiageli L. Ngwu, Mahmudur Rahman, Eshwara Prasad Sridhar
Cyclist safety remains an important issue, with U.S. cycling fatalities rising to 966 in 2021 (a 1.9 % increase over 2020). As autonomous vehicles (AVs) become more common in mixed traffic, understanding their safety implications for cyclists is essential, since cyclists lack the physical protection of motor vehicle occupants and depend on predictable interactions to prevent crashes. Existing research rarely explores how cyclists perceive and engage with AVs, leaving infrastructure and communication needs largely underexamined. This study assessed U.S. cyclists' attitudes toward AVs, their anxiety about sharing the road, and their preferences for traffic infrastructure and AV communication interfaces. We conducted an online survey with 231 U.S. cyclists, measuring attitude, perceived usefulness, anxiety, receptivity (cyclists' willingness to access AVs), and preferences for four infrastructure designs and five AV-to-cyclist communication signs. Cyclists reported a positive attitude (mean score of 4.68 out of 7) and perceived usefulness (4.6 out of 7) of AVs despite moderate anxiety (3.48 out of 7). The results of a structural equation modeling analysis show that perceived usefulness and anxiety collectively explained 88 % (Adjusted R2) of the variance in receptivity. Protected cycle lanes with discontinuous (chosen by 68 % of participants) or continuous barriers (74 %) ranked highest for infrastructure. A combined visual/audio sign (52 %) and a cyclist-icon visual sign (47 %) were most preferred for communication. Incorporating cyclist-focused infrastructure and clear multisensory AV communication features can improve acceptance and safety as AVs are integrated into mixed-traffic environments.
骑自行车的人的安全仍然是一个重要的问题,2021年美国骑自行车死亡人数上升到966人(比2020年增加1.9%)。随着自动驾驶汽车(AVs)在混合交通中变得越来越普遍,了解它们对骑自行车者的安全影响至关重要,因为骑自行车的人缺乏机动车乘员的身体保护,并且依赖可预测的相互作用来防止碰撞。现有的研究很少探讨骑自行车的人如何看待和参与自动驾驶汽车,这使得基础设施和通信需求在很大程度上没有得到充分的研究。这项研究评估了美国骑自行车者对自动驾驶汽车的态度,他们对共享道路的焦虑,以及他们对交通基础设施和自动驾驶汽车通信接口的偏好。我们对231名美国骑自行车的人进行了一项在线调查,测量了他们的态度、感知有用性、焦虑感、接受度(骑自行车的人使用自动驾驶汽车的意愿),以及对四种基础设施设计和五种自动驾驶汽车与骑自行车的人沟通标志的偏好。骑车者报告了积极的态度(平均得分为4.68分,总分7分)和感知到自动驾驶汽车的有用性(4.6分,总分7分),尽管有中度焦虑(3.48分,总分7分)。结构方程模型分析的结果显示,感知有用性和焦虑共同解释了88%(调整R2)的接受性方差。不连续(68%的参与者选择)或连续屏障(74%)的保护自行车道在基础设施中排名最高。视觉/音频组合标志(52%)和自行车图标视觉标志(47%)是最受欢迎的沟通方式。结合以自行车为中心的基础设施和清晰的多感官自动驾驶通信功能,可以提高自动驾驶汽车在混合交通环境中的接受度和安全性。
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引用次数: 0
What are the behavioral features of Japanese cycling? Identifying risk-related strengths and weaknesses in a global context 日本自行车运动的行为特点是什么?在全球范围内确定与风险有关的优势和劣势
IF 3.3 Q3 TRANSPORTATION Pub Date : 2026-01-09 DOI: 10.1016/j.iatssr.2025.12.004
Sergio A. Useche , Nagahiro Yoshida , Francisco Alonso , Javier Gene-Morales
Japan has a long-standing and widespread cycling culture, but empirical data on cyclists' risk-related behaviors are still relatively scarce. In particular, little is known about how Japanese cyclists perceive risk, comply with traffic rules, and experience cycling crashes compared with riders in other regions. Generating this type of comparative evidence may help to better situate the Japanese case within global cycling safety trends and to guide future preventive measures.

Objective

This study aims to bridge this gap by comparing self-reported traffic violations, errors, and positive behaviors, risk perception, acceptance, and use of technology while riding, and crashes between Japanese cyclists and an international sample of cyclists across five continents.

Method

A total of 11,276 cyclists (691 Japanese, 10,585 from other countries across five continents) completed an online questionnaire on cycling safety-related variables (Cycling Behavior Questionnaire – CBQ, Risk Perception and Regulation Scale – RPRS, Technology Affinity Scale – TAEG, and self-reported cycling patterns and safety incidents). Group comparisons were conducted using MANCOVA adjusting for age and exposure, complemented by Welch's robust tests for individual between-group comparisons.

Results

The most common risky behaviors among Japanese cyclists were running red lights and riding against traffic flow, while signal misunderstanding and distracted bumps were least frequent. Compared to global trends, Japanese cyclists reported lower engagement in technological distractions, such as mobile phone or headphone use. However, they also showed a comparatively lower helmet use and risk perception. Despite reporting fewer crashes, their reduced adoption of protective measures and avoidance-related behaviors suggests potential safety concerns.

Conclusion and implications

These findings suggest that Japanese cycling behavior reflects both strengths and areas for improvement, likely shaped by cultural factors. While strong adherence to traffic norms and minimal engagement with technological distractions may contribute to fewer crashes, gaps in passive safety practices and positive behavioral habits emerge as key concerns. These insights can inform road safety policies and cycling promotion strategies in Japan and beyond.
日本有着悠久而广泛的骑车文化,但关于骑车者风险相关行为的实证数据仍然相对匮乏。特别是,与其他地区的骑车人相比,人们对日本骑车人如何感知风险、遵守交通规则以及经历车祸的情况知之甚少。产生这种类型的比较证据可能有助于更好地将日本的案例置于全球自行车安全趋势中,并指导未来的预防措施。本研究旨在通过比较日本骑车人与五大洲的国际骑车人之间的交通违规、错误和积极行为、风险感知、接受度和技术使用情况,以及碰撞事故,来弥合这一差距。方法共11276名骑行者(691名日本人,10585名来自五大洲的其他国家)完成了一份关于骑行安全相关变量的在线问卷(骑行行为问卷- CBQ,风险感知和监管量表- RPRS,技术亲和力量表- TAEG,以及自行报告的骑行模式和安全事件)。使用MANCOVA调整年龄和暴露进行组间比较,并辅以Welch对组间个体比较的稳健检验。结果日本骑自行车的人最常见的危险行为是闯红灯和逆行,而误解信号和分心颠簸的频率最低。与全球趋势相比,日本自行车手受手机或耳机等技术干扰的程度较低。然而,他们也显示出相对较低的头盔使用和风险认知。尽管报告的撞车事故较少,但他们采取保护措施和回避相关行为的减少表明了潜在的安全问题。结论和启示这些发现表明,日本人的骑车行为既反映了优势,也反映了需要改进的地方,这可能是由文化因素决定的。虽然严格遵守交通规范和尽量减少与技术干扰的接触可能有助于减少撞车事故,但被动安全实践和积极行为习惯的差距成为关键问题。这些见解可以为日本和其他国家的道路安全政策和自行车推广策略提供信息。
{"title":"What are the behavioral features of Japanese cycling? Identifying risk-related strengths and weaknesses in a global context","authors":"Sergio A. Useche ,&nbsp;Nagahiro Yoshida ,&nbsp;Francisco Alonso ,&nbsp;Javier Gene-Morales","doi":"10.1016/j.iatssr.2025.12.004","DOIUrl":"10.1016/j.iatssr.2025.12.004","url":null,"abstract":"<div><div>Japan has a long-standing and widespread cycling culture, but empirical data on cyclists' risk-related behaviors are still relatively scarce. In particular, little is known about how Japanese cyclists perceive risk, comply with traffic rules, and experience cycling crashes compared with riders in other regions. Generating this type of comparative evidence may help to better situate the Japanese case within global cycling safety trends and to guide future preventive measures.</div></div><div><h3>Objective</h3><div>This study aims to bridge this gap by comparing self-reported traffic violations, errors, and positive behaviors, risk perception, acceptance, and use of technology while riding, and crashes between Japanese cyclists and an international sample of cyclists across five continents.</div></div><div><h3>Method</h3><div>A total of 11,276 cyclists (691 Japanese, 10,585 from other countries across five continents) completed an online questionnaire on cycling safety-related variables (Cycling Behavior Questionnaire – CBQ, Risk Perception and Regulation Scale – RPRS, Technology Affinity Scale – TAEG, and self-reported cycling patterns and safety incidents). Group comparisons were conducted using MANCOVA adjusting for age and exposure, complemented by Welch's robust tests for individual between-group comparisons.</div></div><div><h3>Results</h3><div>The most common risky behaviors among Japanese cyclists were running red lights and riding against traffic flow, while signal misunderstanding and distracted bumps were least frequent. Compared to global trends, Japanese cyclists reported lower engagement in technological distractions, such as mobile phone or headphone use. However, they also showed a comparatively lower helmet use and risk perception. Despite reporting fewer crashes, their reduced adoption of protective measures and avoidance-related behaviors suggests potential safety concerns.</div></div><div><h3>Conclusion and implications</h3><div>These findings suggest that Japanese cycling behavior reflects both strengths and areas for improvement, likely shaped by cultural factors. While strong adherence to traffic norms and minimal engagement with technological distractions may contribute to fewer crashes, gaps in passive safety practices and positive behavioral habits emerge as key concerns. These insights can inform road safety policies and cycling promotion strategies in Japan and beyond.</div></div>","PeriodicalId":47059,"journal":{"name":"IATSS Research","volume":"50 1","pages":"Pages 624-632"},"PeriodicalIF":3.3,"publicationDate":"2026-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145927645","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Empirical evaluation of vehicle safety envelope across vehicle type and speed in disordered traffic condition 无序交通条件下跨车型、跨速度车辆安全包络度的实证评价
IF 3.3 Q3 TRANSPORTATION Pub Date : 2026-01-09 DOI: 10.1016/j.iatssr.2025.12.006
Shahana Avathkattil , Vedagiri Perumal
Real-time safety assessments face unique challenges in developing economies due to the disordered and high heterogeneity in traffic. This study proposes a dynamic two-dimensional surrogate safety model, known as the Vehicle Safety Envelope (VSE), that represents the minimum space required around a vehicle for safe and comfortable manoeuvring in traffic. The VSE is mathematically modelled and calibrated using trajectory data collected from five signalized intersections in India. The proposed elliptical shape of the VSE was found to be analogous to the field observed safety space maintained by a vehicle from its neighbouring vehicles for safe and comfortable manoeuvres. Empirical results indicate that both lateral and longitudinal clearance thresholds, the key parameters defining the VSE, exhibit a positive linear dependency on vehicle type and speed. As speed increased from 5 to 65 km/h, the lateral clearance threshold increased from 0.2 m to 0.8 m for two-wheelers and from 0.6 m to 1.2 m for heavy commercial vehicles. Similarly, the average longitudinal clearance threshold increased from 1 m to 14 m. These thresholds closely matched safe stopping distances calculated from field data, validating the VSE's capability to capture unsafe vehicle proximities. Integrating VSE into advanced driver-assistance systems could enhance proactive safety decision-making.
由于交通的无序性和高度异质性,实时安全评估在发展中经济体面临着独特的挑战。本研究提出了一个动态二维替代安全模型,称为车辆安全包络(VSE),它代表了车辆周围安全舒适操作所需的最小空间。VSE使用从印度五个信号交叉口收集的轨迹数据进行数学建模和校准。研究发现,拟议的VSE椭圆形状类似于现场观察到的车辆与其邻近车辆保持的安全空间,以实现安全和舒适的操作。实证结果表明,横向和纵向间隙阈值(定义VSE的关键参数)与车型和速度呈线性正相关。随着车速从5 km/h增加到65 km/h,两轮车的横向间隙阈值从0.2 m增加到0.8 m,重型商用车的横向间隙阈值从0.6 m增加到1.2 m。同样,平均纵向间隙阈值从1 m增加到14 m。这些阈值与现场数据计算出的安全停车距离非常吻合,验证了VSE捕捉不安全车辆附近区域的能力。将VSE集成到先进的驾驶员辅助系统中可以增强主动安全决策。
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引用次数: 0
Estimating the safety impact of mandatory ABS legislation for motorised two-wheelers in India using interrupted time series 使用中断时间序列估计印度强制ABS立法对机动两轮车的安全影响
IF 3.3 Q3 TRANSPORTATION Pub Date : 2025-12-30 DOI: 10.1016/j.iatssr.2025.12.001
Abhaya Jha , K. Ramachandra Rao , Zuduo Zheng
Motorised two-wheelers (MTW) are India's most common mode of transport and have one of the highest fatal crash rates recorded among all transport modes in the country. Unlike four-wheelers, there has been a significant gap in developing crash-preventive safety devices for MTW. One of the most promising such devices is the antilock braking system (ABS), which has shown better braking performance and improved vehicle stability during emergency braking. Although extensively studied in laboratory conditions and simulations, the effectiveness of ABS has not been thoroughly studied in real-world scenarios. In April 2019, the government of India mandated that all new MTW vehicles produced in the country be equipped with ABS in an effort to reduce fatal crashes among MTW riders. This study examines the crash rates of MTW in Delhi (India) from 2016 to 2022, using Bayesian structural time series to assess the effectiveness of the ABS legislation in improving the safety of MTW users. The study period also includes the time when there were lockdowns due to the COVID-19 pandemic, which significantly affected traffic volume and the number of crashes. To account for these effects, this study normalised the MTW crash rates by the average number of vehicle kilometres travelled. The findings indicate a reduction of 11 % in MTW fatal crash rates in Delhi attributed to ABS legislation.
机动两轮车(MTW)是印度最常见的交通方式,也是该国所有交通方式中致命事故率最高的交通工具之一。与四轮车不同,在开发MTW的防撞安全装置方面存在重大差距。防抱死制动系统(ABS)是这类装置中最有前途的一种,它在紧急制动时表现出了更好的制动性能,提高了车辆的稳定性。尽管在实验室条件和模拟中进行了广泛的研究,但ABS的有效性尚未在现实场景中进行深入研究。2019年4月,印度政府规定,该国生产的所有新款MTW汽车都必须配备ABS,以减少MTW乘客的致命事故。本研究考察了2016年至2022年印度德里的MTW事故发生率,使用贝叶斯结构时间序列来评估ABS立法在提高MTW用户安全方面的有效性。研究期间还包括因COVID-19大流行而封锁的时间,这对交通量和撞车次数产生了重大影响。为了解释这些影响,本研究将MTW碰撞率按车辆行驶的平均公里数标准化。调查结果表明,由于ABS立法,德里的MTW致命事故率降低了11%。
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引用次数: 0
Effect of a simulator-based safe driving intervention method on older driver's behavior at unsignalized intersections: A preliminary study 基于模拟器的安全驾驶干预方法对无信号交叉口老年驾驶员行为影响的初步研究
IF 3.3 Q3 TRANSPORTATION Pub Date : 2025-12-29 DOI: 10.1016/j.iatssr.2025.12.002
Hiroshi Yoshitake, Motoki Shino
This study proposes a novel simulator-based intervention method that enables older drivers to observe both their own and an instructor's safe driving from a first-person perspective and to practice safe driving repeatedly with real-time visual feedback to improve driving behavior at unsignalized intersections. A preliminary experiment involving 15 older drivers compared changes in driving behavior between participant groups with and without the proposed intervention. Results showed that the proposed method significantly reduced vehicle speeds in both simulated and real-world environments and enhanced driver's awareness of their own speed. The findings suggest the effectiveness of first-person perspective training with feedback in promoting safer driving behavior among older adults.
本研究提出了一种新颖的基于模拟器的干预方法,使老年驾驶员能够从第一人称视角观察自己和指导员的安全驾驶,并通过实时视觉反馈反复练习安全驾驶,以改善无信号交叉口的驾驶行为。一项涉及15名老年司机的初步实验比较了在接受和不接受拟议干预的实验组之间驾驶行为的变化。结果表明,该方法在模拟和真实环境中均能显著降低车辆速度,增强驾驶员对自身速度的意识。研究结果表明,第一人称视角训练与反馈在促进老年人更安全的驾驶行为方面是有效的。
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引用次数: 0
Conflict-based crash risk estimation of heterogeneous lane-changing traffic at the Panipat Toll Plaza (NH-44, India) using surrogate safety measures and UAV-based trajectory data 基于冲突的Panipat收费广场(NH-44,印度)异构变道交通碰撞风险评估,使用替代安全措施和基于无人机的轨迹数据
IF 3.3 Q3 TRANSPORTATION Pub Date : 2025-12-01 DOI: 10.1016/j.iatssr.2025.11.005
Parveen Kumar , Debashis Ray Sarkar
A gradual increase in the number of lanes and frequent lane-changing behaviour characterizes the approach of the toll plaza. These characteristics significantly increase the propensity for conflicts and collisions. This study aims to estimate the crash risk of heterogeneous lane-changing traffic at the approaching section of the toll plaza by analyzing vehicle trajectories. In this study, traffic data was collected from a toll plaza located on National Highway-44 in Haryana, India, using an Unmanned Aerial Vehicle (UAV). The vehicle trajectory data was retrieved using Data from Sky (DFS), a fully automated image processing software. The traffic crash risk was assessed using Extreme Value Theory (EVT) in conjunction with Lane Changing Time to Collision, a Surrogate Safety Measure (SSM) indicator. A comprehensive assessment of crash risk across vehicle categories indicates a negative relationship between vehicle size and conflict involvement, with larger vehicles such as trucks, buses, and Light Commercial Vehicles (LCVs) exhibiting a reduced likelihood of conflicts compared to two-wheelers and cars. Moreover, vehicle speed demonstrated a positive correlation with crash risk, indicating that higher average speeds are associated with an increased likelihood of crashes. The study is limited to a single morning peak-hour dataset and primarily covers motorized vehicles, as non-motorized traffic is prohibited on access-controlled highways. Additionally, the current video-classification technique could not differentiate between electric and conventional fuel-powered two-wheelers. These limitations should be considered while determining the scope and generalizability of the findings. The study findings are expected to assist engineers and toll plaza operators in selecting suitable traffic control measures to improve safety at the toll plaza.
车道数量的逐渐增加和频繁的变道行为是收费广场的特点。这些特征显著地增加了冲突和碰撞的倾向。本研究旨在通过分析车辆轨迹,估计收费广场进场路段异质变道交通的碰撞风险。在这项研究中,使用无人机(UAV)从位于印度哈里亚纳邦44号国道的收费广场收集交通数据。车辆轨迹数据使用全自动化图像处理软件data from Sky (DFS)检索。采用极值理论(EVT)结合替代安全措施(SSM)指标变道时间对交通碰撞风险进行了评估。对各类车辆碰撞风险的综合评估表明,车辆尺寸与冲突参与之间存在负相关关系,与两轮车和汽车相比,卡车、公共汽车和轻型商用车(lcv)等大型车辆显示出更低的冲突可能性。此外,车速与碰撞风险呈正相关,表明较高的平均车速与碰撞可能性增加有关。该研究仅限于一个早晨高峰时段的数据集,主要涵盖机动车辆,因为非机动车辆禁止在通道控制的高速公路上行驶。此外,目前的视频分类技术无法区分电动和传统燃料驱动的两轮车。在确定研究结果的范围和普遍性时,应考虑这些限制。研究结果可协助工程师及收费广场营办商选择合适的交通管制措施,以改善收费广场的安全。
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引用次数: 0
Predicting higher-risk crash factors and patterns using machine learning-association rule mining 使用机器学习关联规则挖掘预测高风险崩溃因素和模式
IF 3.3 Q3 TRANSPORTATION Pub Date : 2025-12-01 DOI: 10.1016/j.iatssr.2025.11.006
Emmanel Kofi Gbey , Charles Atombo , Emmanuel Kofi Adanu , William Agyemang
Road traffic crashes remain a significant global public health concern, particularly in low- and middle-income countries, where fatalities and injuries disproportionately affect vulnerable road users. Despite efforts to improve road safety, crash severity levels are conventionally classified based on observable injury and fatality outcomes. This outcome-based approach oversimplifies the complexity of crash risk by ignoring latent hazards embedded in severity-based categories for non-fatal or minor crashes. This study addresses this gap by integrating Machine Learning (ML) and Association Rule Mining (ARM) to predict high-risk crashes and identify crash patterns respectively. Using nine years of historical crash data (2013−2021) from Ghana, the study employed Logistic Regression, Random Forest (RF), and XGBoost for high-risk crash prediction, followed by ARM to identify hidden patterns. RF outperformed the other models, achieving 71.4 % accuracy and a 90.3 % ROC AUC. The identified high-risk crashes depicted a mismatch between crashes classified as high severity and crashes identified as high-risk crashes. Crashes termed low severity dominated the set of crashes classified by the RF model as high-risk crashes. ARM revealed significant hidden patterns, such as rear-end collisions at signalized intersections and road width and non-impaired driving co-occur crashes under optimal environmental and behavioural driving conditions. The study demonstrates the value of combining ML and ARM for actionable insights. The findings emphasize that infrastructural design and driver behaviour both play important roles in high-risk crash outcomes, suggesting a need for holistic road safety strategies, including infrastructure redesign, enhanced traffic control measures, and public awareness campaigns to mitigate complacency in ideal driving conditions. Policymakers and traffic engineers are urged to adopt context-sensitive designs and prioritize non-junction segments, where road width significantly impacts crash risk.
道路交通碰撞仍然是一个重大的全球公共卫生问题,特别是在低收入和中等收入国家,在这些国家,死亡和伤害对弱势道路使用者的影响尤为严重。尽管努力改善道路安全,但碰撞严重程度通常是根据可观察到的伤害和死亡结果进行分类的。这种基于结果的方法忽略了基于严重程度的类别中嵌入的潜在危险,从而过度简化了碰撞风险的复杂性,从而导致非致命或轻微的碰撞。本研究通过集成机器学习(ML)和关联规则挖掘(ARM)来预测高风险崩溃和识别崩溃模式,从而解决了这一差距。该研究使用了加纳9年(2013 - 2021)的历史碰撞数据,采用Logistic回归、随机森林(RF)和XGBoost进行高风险碰撞预测,然后使用ARM识别隐藏模式。RF优于其他模型,达到71.4%的准确率和90.3%的ROC AUC。被识别的高风险崩溃描述了被分类为高严重性的崩溃和被识别为高风险崩溃之间的不匹配。被称为低严重程度的崩溃在被RF模型分类为高风险的崩溃集中占主导地位。ARM揭示了显著的隐藏模式,例如在信号交叉口和道路宽度处的追尾碰撞,以及在最佳环境和行为驾驶条件下的非受损驾驶同时发生碰撞。该研究证明了将ML和ARM结合起来获得可操作见解的价值。研究结果强调,基础设施设计和驾驶员行为在高风险碰撞结果中都起着重要作用,这表明需要制定全面的道路安全战略,包括重新设计基础设施、加强交通管制措施和开展公众意识宣传活动,以减轻在理想驾驶条件下的自满情绪。政策制定者和交通工程师被敦促采用环境敏感型设计,并优先考虑道路宽度对碰撞风险有重大影响的非交叉路段。
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