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Exploring the effect of mountainous terrain on weather-related crashes 探索山区地形对与天气有关的撞车事故的影响
IF 3.2 Q1 Social Sciences Pub Date : 2024-03-19 DOI: 10.1016/j.iatssr.2024.03.001
Abimbola Ogungbire , Panick Kalambay , Srinivas S. Pulugurtha

Mountainous areas pose unique challenges to transportation safety, with their complex terrain and harsh weather conditions. The presence of steep terrain can lead to winding roads with a high degree of azimuth change per mile, thereby increasing the potential for hazardous driving conditions. Additionally, steep terrain is often associated with fog formation, which can obscure roads by clouds. Thus, there is a need to study weather-related crashes and identify associated risk factors in mountainous areas. To address this issue, the Tobit, latent class Tobit (LCT), and two-part truncated log normal (TPTLN) models were employed to investigate the potential interactions between topography and weather-related crash rates, while accounting for the censored nature of crash data. Data from the western region of North Carolina, which is home to numerous mountains experiencing a wide range of weather conditions was used for this purpose. This region comprises a 3570-mile road network across seven cities, with elevations ranging from 1000 ft. to >6158 ft. above mean sea level. Crash data from 2015 to 2017 was obtained from the Highway Safety Information System (HSIS). The results revealed that topography significantly affect weather-related crashes in mountainous areas. Higher elevations and steeper slopes are associated with lower crash rates. Also, the study highlights the importance of considering topography when assessing transportation safety in mountainous areas. The findings help develop transportation safety policies and interventions aimed at improving safety in these areas.

山区地形复杂,气候条件恶劣,给交通安全带来了独特的挑战。陡峭地形会导致道路蜿蜒曲折,每英里方位角变化很大,从而增加了危险驾驶条件的可能性。此外,陡峭的地形往往与雾的形成有关,而雾会使道路被云层遮挡。因此,有必要研究与天气有关的车祸,并确定山区的相关风险因素。为了解决这个问题,我们采用了托比特(Tobit)、潜类托比特(LCT)和两部分截断对数正态(TPTLN)模型来研究地形与天气相关撞车率之间的潜在相互作用,同时考虑到撞车数据的删减性质。为此,我们使用了北卡罗来纳州西部地区的数据,该地区拥有众多山脉,天气条件变化多端。该地区由横跨七个城市的 3570 英里公路网组成,海拔高度从平均海平面以上 1000 英尺到 6158 英尺不等。从高速公路安全信息系统(HSIS)中获取了 2015 年至 2017 年的交通事故数据。结果显示,地形对山区与天气有关的交通事故有很大影响。海拔越高、坡度越陡,车祸发生率越低。此外,该研究还强调了在评估山区交通安全时考虑地形的重要性。研究结果有助于制定旨在改善这些地区交通安全的政策和干预措施。
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引用次数: 0
History and prospects of traffic enforcement for traffic safety in Japan 日本交通执法促进交通安全的历史和前景
IF 3.2 Q1 Social Sciences Pub Date : 2024-03-18 DOI: 10.1016/j.iatssr.2024.02.004
Akinori Morimoto

Traffic enforcement is one of the 3E's of traffic safety measures. Traffic enforcement has been reported to reduce traffic accidents worldwide; however, significant regional differences exist in its effectiveness. This study summarizes the history of the effects of traffic enforcement on reducing traffic accidents in Japan. In particular, scientific approaches and more efficient enforcement since 2000 have been described in the research results. Although the implementation of data-based PDCA (Plan-Do-Check-Action) has steadily reduced the number of traffic fatalities, further reductions are expected through the use of new technologies such as artificial intelligence.

交通执法是 3E 交通安全措施之一。据报道,在世界各地,交通执法都能减少交通事故,但其效果却存在明显的地区差异。本研究总结了日本交通执法在减少交通事故方面的效果。研究成果中特别介绍了自 2000 年以来的科学方法和更有效的执法措施。尽管基于数据的 PDCA(计划-执行-检查-行动)的实施已稳步减少了交通事故死亡人数,但通过使用人工智能等新技术,预计还将进一步减少交通事故死亡人数。
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引用次数: 0
Parking areas that support comfort and safety in urban pedestrian environments 为城市步行环境提供舒适安全的停车区
IF 3.2 Q1 Social Sciences Pub Date : 2024-03-06 DOI: 10.1016/j.iatssr.2024.02.005
Takayuki Kishii

This study was conducted in 2007–2009 as the IATSS Research Project to consider the comfort and safety of city centers in the automobile age from the perspective of “parking places.”

We focused on four elements related to parking places, that is, 3D & M (density, disposition, design, and management) and proposed changes to parking policy in Japan by comparing and analyzing the actual conditions of parking lots or facilities in different city centers and legal systems in several counties, including Japan, the United States of America, the United Kingdom, and Germany.

The key concept of our proposal is that we should shift the policy of parking from equipment-duty car-parking “on-site” to parking installation”in-area,“good management, and smart operation.

The findings of this project were widely shared through open symposium with non-members of the IATSS as well as book publication and led to many system revisions in the Japanese parking policies.

本研究作为 IATSS 研究项目于 2007-2009 年进行,从 "停车场所 "的角度考虑汽车时代城市中心的舒适性和安全性。我们重点关注与停车场所相关的四个要素,即 3D & M(密度、布局、设计和管理),并通过比较和分析日本、美国、英国和德国等多个国家不同城市中心的停车场或设施的实际情况和法律制度,提出了日本停车政策的变革建议。我们建议的主要理念是,应将停车政策从 "现场 "设备值班停车转变为 "区域内 "停车设置、"良好管理 "和 "智能运营"。本项目的研究成果通过与国际停车协会(IATSS)非会员举行公开研讨会和出版书籍等方式得到广泛分享,并促成了日本停车政策的多项制度修订。
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引用次数: 0
Estimating impact of pavement surface condition and geometrics design on two-wheeler run-off road crashes on horizontal curves 估算路面状况和几何设计对水平弯道上两轮车冲出路面碰撞事故的影响
IF 3.2 Q1 Social Sciences Pub Date : 2024-02-24 DOI: 10.1016/j.iatssr.2024.02.001
Ankit Choudhary , Rahul Dev Garg , Sukhvir Singh Jain

Introduction-Motorized Two-Wheeler (MTW) is a convenient and affordable mode of transportation despite being highly vulnerable to rollover crashes. The possible fact may be that MTW is a single-track vehicle and thus lack longitudinal stability, particularly on horizontal curves (HC). This stability depends on external factors such as curve geometrics and contact surface properties. Therefore, this research aims to identify the impact of pavement surface conditions and roadway geometrics on MTW run-off road crashes on HC. Method-To consider the temporal effect of pavement surface conditions, this study analyzed different combinations of light and surface moisture conditions for pre- and post-pavement surfacing conditions. Thus, Generalized Estimating Equation (GEE) linked with the log function was used to account for repeated observations. Sample data were collected bi-annually from 76 HC for two years of pre- and post-resurfacing. Pavement surface condition parameter includes skid resistance, rut depth, and international roughness index (IRI). However, to restrain the impact of pavement surface conditions, a separate analysis was carried out to investigate the impact of geometrical design attributes. Results-The analysis concluded that surface moisture condition, light condition, rut depth, and their interactions with AADT were found significant for pre-resurfacing. For post-resurfacing, surface moisture condition, and light condition, IRI and its interaction with AADT were found significant. Similarly, roadway geometrics such as curve radius and their interaction with the presence of sight distance, public activity centre and cross-slope were found significant. Conclusion-Overall, the study insights and confirms how and to what extent pavement surface properties and geometric attributes impact the subject crashes. The results will enhance the understanding of roadway architecture and may help highway designers to implement, either at the intervention or treatment level, to improve safety and comfort.

导言--机动两轮车(MTW)是一种既方便又经济实惠的交通工具,但极易发生翻车事故。可能的原因是 MTW 是一种单轨车辆,因此缺乏纵向稳定性,尤其是在水平弯道(HC)上。这种稳定性取决于曲线几何形状和接触面特性等外部因素。因此,本研究旨在确定路面表面条件和路面几何形状对 MTW 在高架路上冲出路面碰撞事故的影响。方法--为考虑路面表面条件的时间影响,本研究分析了路面铺设前和铺设后不同的光照和表面湿度条件组合。因此,使用了与对数函数相关联的广义估计方程(GEE)来考虑重复观测。在铺装前和铺装后的两年中,每年两次从 76 个 HC 收集样本数据。路面表面状况参数包括抗滑性、车辙深度和国际粗糙度指数(IRI)。不过,为了抑制路面表面状况的影响,还进行了一项单独的分析,以研究几何设计属性的影响。结果--分析结果表明,路面湿度条件、光照条件、车辙深度及其与平均每日交通流量的交互作用对路面铺设前的影响显著。而在铺设路面后,路面湿度条件、光照条件、IRI 及其与 AADT 的交互作用均显著。同样,曲线半径等道路几何参数及其与视距、公共活动中心和横坡的交互作用也被发现具有显著性。结论--总之,本研究揭示并证实了路面表面特性和几何属性对碰撞事故的影响方式和程度。研究结果将加深人们对路面结构的理解,并有助于公路设计人员在干预或处理层面实施改善安全和舒适度的措施。
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引用次数: 0
An investigation into drivers' yielding behaviour at marked uncontrolled pedestrian crossings in Ghana 对加纳司机在有标志的无控制人行横道上让行行为的调查
IF 3.2 Q1 Social Sciences Pub Date : 2024-02-24 DOI: 10.1016/j.iatssr.2024.02.002
Eugene Sogbe

Given the dangers pedestrians are susceptible to when crossing the roadway, an investigation of motorists' yielding decisions at uncontrolled crossings should be prioritised. Some encounters between motorists and pedestrians turn into injuries or deaths due to excessive delay on the part of drivers, and pedestrians' impatience might lead them to opt for the rolling gap. Insights into drivers' yielding behaviour in developing countries are lacking. Meanwhile, developing countries contribute significantly to traffic deaths, particularly those in the African Region. Understanding drivers' yielding behaviour is necessary for effective interventions to safeguard pedestrians and encourage safe walking. Accordingly, by deploying a backward binary logit model, this study investigated drivers' yielding behaviour at marked uncontrolled pedestrian crossings through naturalistic observation. The results revealed that a small share of drivers, 258, were observed to yield to pedestrians, representing a 28% yielding rate in total. The model indicates that the chances of motorists yielding to pedestrians are enhanced by the following factors: pedestrian age, density, gender and traffic condition. Private car drivers had the lowest yielding rate of 18.2%, followed closely by public transport drivers. This research contributes to the discourse on drivers' yielding behaviour at pedestrian crossings with perspectives from a developing country. Further, it discusses policy implications for policymakers and enforcement agencies.

鉴于行人在横穿马路时很容易遇到危险,因此应优先调查机动车驾驶员在不受控制的十字路口做出让行决定的情况。由于驾驶员的过度延迟,行人的不耐烦可能会导致他们选择让行。目前还缺乏对发展中国家驾驶员让行行为的了解。同时,发展中国家,尤其是非洲地区的发展中国家,在交通事故死亡人数中占很大比例。要采取有效的干预措施来保护行人并鼓励安全步行,就必须了解司机的让行行为。因此,本研究采用后向二元 Logit 模型,通过自然观察法调查了司机在有标志的无控制人行横道上的礼让行为。结果显示,有 258 名司机礼让了行人,占司机总数的 28%。模型显示,以下因素会增加驾驶者礼让行人的机会:行人年龄、密度、性别和交通状况。私家车驾驶员的礼让率最低,仅为 18.2%,紧随其后的是公共交通驾驶员。这项研究以发展中国家的视角,对司机在行人过马路时的礼让行为进行了探讨。此外,它还讨论了对政策制定者和执法机构的政策影响。
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引用次数: 0
What is the purpose? Practitioners' perspectives of the Safe System approach to road safety in Australia 目的是什么?从业人员对澳大利亚道路安全安全系统方法的看法
IF 3.2 Q1 Social Sciences Pub Date : 2024-02-14 DOI: 10.1016/j.iatssr.2024.01.004
Michael Green, Carlyn Muir, Jennifer Oxley

The Safe System approach is a commonly adopted approach internationally to address road traffic injuries. Existing research has identified that the approach has multiple descriptions, and there have been noted difficulties associated with implementation. Practitioners have an important role in rolling out road safety interventions, and thus are a key point for translating Safe System into practice. However, there has been limited investigation of how practitioners view and understand Safe System. Of particular importance is practitioners' interpretation of Safe System's purpose and the facilitators and barriers to application. Four hundred and sixty-nine respondents completed an online survey which investigated perceptions regarding Safe System's purpose.

The results highlight that practitioners view Safe System as being multidimensional, with a range of ideas about what the overall purpose is. Safe System was perceived as both visionary and practical, with the majority of respondents reporting that it defines a broad outcome for road safety and provides direction on how to respond to road traffic injury. Additionally, two thirds of respondents identified that they applied Safe System to the last project or program they worked on and were broadly supportive of the approach. However, multiple impediments to application were identified, with these barriers effected by the practitioners' demographics, role and organisation. For practitioners, Safe System represents a complex approach that aims to reduce injury and deaths, however, effective application can only occur when barriers are reduced.

安全系统方法是国际上普遍采用的一种解决道路交通伤害问题的方法。现有的研究发现,该方法有多种描述,在实施过程中也存在一些困难。从业人员在推广道路安全干预措施方面发挥着重要作用,因此是将安全系统转化为实践的关键点。然而,对从业人员如何看待和理解 "安全系统 "的调查还很有限。其中尤为重要的是从业人员对安全系统的目的以及应用的促进因素和障碍的解释。四百六十九名受访者完成了一项在线调查,调查内容是对安全系统目的的看法。调查结果显示,从业人员认为安全系统是多层面的,他们对安全系统的总体目的有不同的看法。大多数受访者认为,"安全系统 "界定了道路安全的广泛成果,并为如何应对道路交通伤害指明了方向。此外,三分之二的受访者表示,他们在上一个项目或计划中应用了 "安全系统",并对这一方法表示广泛支持。然而,受访者也发现了应用安全系统的多种障碍,这些障碍受到从业人员的人口统计、角色和组织结构的影响。对从业人员而言,安全系统是一种旨在减少伤亡的复杂方法,但只有减少障碍,才能有效应用。
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引用次数: 0
A bibliometric analysis of motorcycle studies in Asia: From 1971 to 2022 亚洲摩托车研究文献计量分析:从 1971 年到 2022 年
IF 3.2 Q1 Social Sciences Pub Date : 2024-02-02 DOI: 10.1016/j.iatssr.2024.01.005
Dedy Firmansyah , Muhammad Zudhy Irawan , Mukhammad Rizka Fahmi Amrozi , Bhargab Maitra , Taqia Rahman , Nur Oktaviani Widiastuti

Despite having the highest accident risk of all motorized vehicles, motorcycles are rapidly gaining popularity in Asian countries because of their affordability and flexibility. In response to this trend, many studies in Asian countries have examined the prevalence of motorcycles and assessed their impacts. In order to identify significant studies on motorcycles, this study conducts a bibliometric analysis of motorcycle studies in Asian countries. The data were gathered from Scopus and Web of Science databases over the entire publication period from 1971 to 2022. This study uses VOS-viewer and Biblioshiny to highlight important indicators, including source, authorship, country, institution, citation, co-citation analysis topic classifications, and keyword occurrences. A total of 2529 articles from journals and conferences were examined. The results reveal that published studies of motorcycles in Asian countries increased by an average of 22% after their initial appearance in 1971. Motorcycling studies in Asia have evolved from focusing on safety (1971–2000) to broader themes including emissions (2001−2012), the built environment's impact on energy (2013–2019), and recently towards advanced technology and urban sustainability (2020−2022). IATSS Research is ranked seventh with the most motorcycle articles. China, including Taiwan, has the most articles and citations among Asian countries. Based on the publication themes, the 51 years of motorcycle studies in Asia can be categorized into five clusters: accidents and human factors, traffic and policy, air pollution, motorcycle engineering and performance, and roads and technological innovation. Finally, eco-friendly fuels for motorcycles, diversity of motorcyclist behaviors in Asia, and technology-based driving safety are significant topics for future studies.

尽管摩托车在所有机动车辆中事故风险最高,但由于其经济实惠和灵活性,摩托车在亚洲国家迅速普及。为了应对这一趋势,亚洲国家的许多研究都对摩托车的普及率进行了调查,并对其影响进行了评估。为了确定有关摩托车的重要研究,本研究对亚洲国家的摩托车研究进行了文献计量分析。数据收集自 Scopus 和 Web of Science 数据库,时间跨度为 1971 年至 2022 年。本研究使用 VOS-viewer 和 Biblioshiny 来突出重要指标,包括来源、作者、国家、机构、引文、共引分析主题分类和关键词出现率。共研究了 2529 篇来自期刊和会议的文章。结果显示,亚洲国家发表的摩托车研究文章在 1971 年首次出现后平均增加了 22%。亚洲的摩托车研究已从关注安全性(1971-2000 年)发展到更广泛的主题,包括排放(2001-2012 年)、建筑环境对能源的影响(2013-2019 年),以及最近的先进技术和城市可持续性(2020-2022 年)。IATSS研究》以最多的摩托车文章排名第七。在亚洲国家中,中国(包括台湾)的文章和引用次数最多。根据发表主题,亚洲 51 年来的摩托车研究可分为五大类:事故与人为因素、交通与政策、空气污染、摩托车工程与性能,以及道路与技术创新。最后,摩托车的环保燃料、亚洲摩托车驾驶员行为的多样性以及基于技术的驾驶安全是未来研究的重要课题。
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引用次数: 0
A comparative study of road traffic violation between Thai and Japanese teenagers 泰国和日本青少年道路交通违规比较研究
IF 3.2 Q1 Social Sciences Pub Date : 2024-01-26 DOI: 10.1016/j.iatssr.2024.01.001
Napattharakorn Katanararoj , Kasem Choocharukul , Kishi Kunihiro

A study was conducted to analyze the factors affecting violation behavior among road users in Thailand and Japan in order to determine appropriate policies and recommendations. The study used the theory of planned behavior (TPB) to evaluate road user behavior and attitude. Questionnaires were distributed in Bangkok, Thailand and Sapporo, resulting in 477 valid responses in Thailand and 201 in Japan. The data was analyzed using structural equation modeling (SEM). Results showed that notice failure and bicycle stunt were the most impactful factors for the bicycle model in Japan, while instrumental attitude and conformity tendency were significant for the pedestrian model. In Thailand, traffic errors and motorcycle stunts were the most impactful factors for the motorcycle model, while instrumental attitude, descriptive norm, and conformity tendency were significant for the pedestrian model. The study suggests promoting awareness of violation and accidents, teaching proper motorcycle riding techniques, and creating safe environments to prevent accidents. It also recommends cultivating consciousness in individuals behavior and emphasizing the importance of traffic rules to parents and companions.

本研究分析了影响泰国和日本道路使用者违规行为的因素,以确定适当的政策和建议。研究采用了计划行为理论(TPB)来评估道路使用者的行为和态度。研究人员在泰国曼谷和日本札幌发放了调查问卷,共收到 477 份有效答卷和 201 份有效答卷。数据采用结构方程模型(SEM)进行分析。结果表明,在日本,通知失败和自行车特技是对自行车模式影响最大的因素,而工具态度和服从倾向对行人模式影响显著。在泰国,交通失误和摩托车特技是对摩托车模型影响最大的因素,而工具态度、描述性规范和服从倾向对行人模型的影响显著。研究建议提高对违规和事故的认识,传授正确的摩托车骑行技巧,创造安全的环境以防止事故发生。研究还建议培养个人行为意识,并向父母和同伴强调交通规则的重要性。
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引用次数: 0
An optimisation model to locate level crossings in railway lines at mines to minimise the total weighted-walked distance 一个优化模型,用于确定矿区铁路线平交道口的位置,使加权步行总距离最小化
IF 3.2 Q1 Social Sciences Pub Date : 2024-01-24 DOI: 10.1016/j.iatssr.2024.01.003
Alcides Santander-Mercado, René Amaya-Mier, Laura Castaño-Campo, Maria Jubiz-Diaz

The location of level crossings for pedestrian circulation is a safety issue due to potential human losses and material damage. This problem has become a concern in urban and industrial environments due to the characteristics of rail systems and unsafe pedestrian behaviour. Research reveals that psychological and infrastructural factors influence pedestrians' decision-making when crossing railroad lines. One of these is the convenience that leads pedestrians to cross at the nearest point. However, investigations to date only study the impact of location on the risk and severity of crashes and pedestrian rule violations. The current research is quasi-experimental, i.e., no optimisation tool has been developed to determine which crossing points pedestrians should follow. Therefore, this research develops a mathematical model for locating level crossings at railways to minimise the total weighted-walked distance. A genetic algorithm was proposed for solving the model, especially for large-size problems. The algorithm parameters were calibrated using the design of experiments and ten instances based on the characteristics of the area under study. The obtained results provide (1) the location of the level crossings and (2) the route pedestrians should follow for each origin-destination pair based on the facilities adjacent to the rail lines. A sensitivity analysis was performed using the ten instances to determine how the location of the level crossings changes with modifications in the facilities' location. Results showed that the model provides alternative solutions according to the problem's size. This study delivers a methodology for practitioners and stakeholders of transportation systems.

由于潜在的人员伤亡和物质损失,行人通行平交道口的选址是一个安全问题。由于铁路系统的特点和行人的不安全行为,这一问题已成为城市和工业环境中的一个令人担忧的问题。研究表明,心理和基础设施因素会影响行人在穿越铁路线时的决策。其中一个因素是便利性,它导致行人在最近的地点穿越铁路。然而,迄今为止的调查只研究了位置对撞车风险和严重程度以及行人违规行为的影响。目前的研究是准实验性的,也就是说,还没有开发出优化工具来确定行人应遵循哪个过街点。因此,本研究开发了一个数学模型,用于确定铁路平交道口的位置,以最大限度地减少总加权步行距离。研究提出了一种遗传算法来解决该模型,尤其是大型问题。根据研究区域的特点,利用实验设计和十个实例对算法参数进行了校准。得到的结果提供了:(1) 平交路口的位置;(2) 根据铁路线附近的设施,行人在每个起点和终点之间应遵循的路线。利用十个实例进行了敏感性分析,以确定平交道口的位置如何随设施位置的变化而变化。结果表明,该模型可根据问题的大小提供替代解决方案。这项研究为交通系统的从业人员和利益相关者提供了一种方法。
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引用次数: 0
Prevalence of and intent behind motorcyclists' violations at railway crossings in Indonesia: Modeling behavior and learning lessons from a developing country 印度尼西亚摩托车手在铁路道口违规的普遍性及其背后的意图:发展中国家的行为模式与经验教训
IF 3.2 Q1 Social Sciences Pub Date : 2024-01-22 DOI: 10.1016/j.iatssr.2024.01.002
Santi Velantia, Ari Widyanti, Titah Yudhistira

Objective

Indonesia experiences a high number of motorcycle accidents at railway crossings (RLXs). The purpose of this study is to observe motorcyclists' behavior and intent to cross the railway in a dangerous or illegal way and the factors influencing these decisions.

Method

Two hundred and fifty-nine people (mean age = 24.2 years, SD = 7.2 years, 146 males, 113 females) voluntarily participated in this study by filling in an online questionnaire. This questionnaire gathered demographic data and used constructs adapted from the extended Theory of Planned Behavior, asking respondents about their behavior at RLXs when the barrier is open, when it is half closed and when it is fully closed. A five-point Likert scale was used to measure the response of the questionnaire. Data were analyzed using descriptive analysis for demographic data, inferential statistics, and structural equation modeling (SEM) for the construct items of the model. Field observation was also conducted to measure the violation rate at RLXs at both busy and non-busy times, which were then compared.

Result

The results show that factors influencing RLX violation based on the extended Theory of Planned Behavior model are attitude, past behavior, and traffic environments. Demographic factors, occupation, RLX characteristics, and crossing frequency were related to self-reported violations and intentions to violate. Based on our observations and questionnaire, it was found that when accident risk was higher, the observed violation rate decreased significantly, as did intention to violate and previous risky crossing behavior.

Conclusion

violations at railway crossings are influenced by individual and environmental factors as well as perceived risk.

目的印度尼西亚在铁路道口(RLX)发生了大量摩托车事故。本研究旨在观察摩托车驾驶员以危险或非法方式穿越铁路的行为和意图,以及影响这些决定的因素。方法259 人(平均年龄 = 24.2 岁,SD = 7.2 岁,男性 146 人,女性 113 人)通过填写在线问卷自愿参与了本研究。该问卷收集了人口统计学数据,并使用了从扩展的计划行为理论中改编的结构,询问受访者在隔离栏打开、半关闭和完全关闭时的行为。问卷采用李克特五点量表进行测量。数据分析采用了人口统计学数据的描述性分析、推理统计和结构方程模型(SEM)来分析模型的构造项。结果表明,根据扩展的计划行为理论模型,影响违反 RLX 的因素包括态度、以往行为和交通环境。人口统计因素、职业、RLX 特征和穿越频率与自我报告的违规行为和违规意图有关。根据我们的观察和问卷调查发现,当事故风险较高时,观察到的违规率会显著下降,违规意图和以往的危险道口行为也会显著下降。
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