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Assessing bicycle safety risks using emerging mobile sensing data 利用新兴移动传感数据评估自行车安全风险
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-19 DOI: 10.1016/j.tbs.2024.100906
Yan Li , Yuyang Zhang , Ying Long , Kavi Bhalla , Majid Ezzati

The surge in global electric bicycle ownership has exerted immense pressure on bicycle infrastructure. Theoretically, there’s a need to reassess the risk factors associated with multiple bike lane users. Based on this, there’s a practical need to re-evaluate the safety and quality of outdated infrastructure. This paper aims to reconsider risk factors related to bicycle infrastructure safety in the context of electric bicycles sharing lanes with traditional bicycles. Moreover, many countries lack precise spatial data concerning bicycle infrastructure. This study introduces a mobile sensing method based on bicycles, aiming to acquire daytime and nighttime bike lane datasets in a cost-effective, efficient, and large-scale manner. A computer vision-based bicycle risk factor assessment model was established, and the distribution of bicycle safety risk factors was visually analyzed. Research data was collected from a representative 59.5-kilometer bicycle lane area in Beijing. The results confirm the significant impact of the surge in electric bicycles, with electric bike users accounting for 72.1% of cyclists, 32.3% wearing helmets, and 8.4% riding against traffic. During the day, the highest-ranking risk factors include the type of bicycle lanes (half lacking dedicated lanes or being shared), roadside parking, and subpar road conditions. At night, insufficient street lighting are notable concerns. The research methodology is easily replicable and can be extended to new multi-user coexistence cycling environments or countries without bicycle spatial data, offering insights for bicycle safety policies and road design.

全球电动自行车保有量的激增给自行车基础设施带来了巨大压力。从理论上讲,有必要重新评估与多个自行车道使用者相关的风险因素。在此基础上,实际需要重新评估过时基础设施的安全和质量。本文旨在结合电动自行车与传统自行车共用自行车道的情况,重新考虑与自行车基础设施安全相关的风险因素。此外,许多国家缺乏有关自行车基础设施的精确空间数据。本研究介绍了一种基于自行车的移动传感方法,旨在以低成本、高效率和大规模的方式获取白天和夜间自行车道数据集。建立了基于计算机视觉的自行车风险因素评估模型,并对自行车安全风险因素的分布进行了视觉分析。研究数据采集自北京市具有代表性的 59.5 公里自行车道区域。结果证实了电动自行车激增的重大影响,电动自行车使用者占骑车人的 72.1%,戴头盔的占 32.3%,逆行的占 8.4%。在白天,排名最高的风险因素包括自行车道的类型(半数没有专用车道或共用车道)、路边停车以及路况不佳。夜间,街道照明不足也是值得关注的问题。该研究方法易于复制,可推广到新的多用户共存自行车环境或没有自行车空间数据的国家,为自行车安全政策和道路设计提供启示。
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引用次数: 0
The influence of residential location and public transit options on commuters’ intention to use travel apps for different travel purposes 居住地点和公共交通选择对通勤者为不同出行目的使用旅行应用程序的意向的影响
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-19 DOI: 10.1016/j.tbs.2024.100913
Julianno de Menezes Amorim , João de Abreu e Silva

While living in city centers is usually linked to higher accessibility levels, shorter travel times, and higher levels of public transit (PT) utilization, the opposite is true for residents of suburban areas. This assumption holds in metropolitan contexts, where central areas offer better accessibility and are associated with higher levels of PT use. In metropolitan peripheries, a large part of commuting is done on an interurban basis, so that the level of use of public transit can be linked to the supply and information available. This work aims to understand the conditions in terms of transit supply and land use, considering the most frequent trip, psychological variables, and the modal choice of commuters’ motorized modes, in the intention to use the new real-time multi-modal travel app, such as advanced traveler information systems (ATIS) for digital mobility-management assistance. A Structural Equation Model is developed to empirically test a sample of 768 respondents collected in two suburban corridors in the Lisbon Metropolitan Area (LMA). Finally, our findings indicate that residential location, mode choice, and trip complexity have a relevant influence on the intention to adopt travel apps. Male students belonging to Generation Y/Z are the most likely users of travel apps. Regardless of the reason, travel patterns associated with more complex (more transfers) and more frequent trips can reinforce the intention to use apps. Also, it is worth noting that students are frequent public transit users, and public transit is also related to trip complexity.

居住在城市中心通常与较高的可达性、较短的旅行时间和较高的公共交通(PT)利用率有关,而郊区居民的情况则恰恰相反。这一假设在大都市中也是成立的,因为在大都市中,中心区域的可达性更好,公共交通的使用率也更高。在大都市周边地区,大部分通勤都是在城际间进行的,因此公共交通的使用水平可以与可用的供应和信息联系起来。这项工作旨在了解公交供应和土地使用方面的条件,考虑最频繁的出行、心理变量以及通勤者对机动车辆的模式选择,以便使用新的实时多模式出行应用程序,如用于数字交通管理辅助的高级旅客信息系统(ATIS)。我们建立了一个结构方程模型,对里斯本大都会区(LMA)两个郊区走廊的 768 个受访者样本进行了实证测试。最后,我们的研究结果表明,居住地点、模式选择和出行复杂性对采用出行应用程序的意向有相关影响。属于 Y/Z 代的男性学生最有可能使用旅行应用程序。无论出于何种原因,与更复杂(更多换乘)和更频繁的旅行相关的旅行模式都会加强使用应用程序的意愿。此外,值得注意的是,学生是公共交通的频繁使用者,而公共交通也与旅行的复杂性有关。
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引用次数: 0
Smarter but more unequal transport? How socioeconomic and digital inequalities hinder adoption of mobility apps in the Global South 更智能但更不平等的交通?社会经济和数字不平等如何阻碍全球南部地区采用移动应用程序
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-17 DOI: 10.1016/j.tbs.2024.100911
Matias Dodel , Diego Hernandez

All over the world, cities are becoming “smarter.” The improved use of data generated by the transport system (e.g. smart cards data), combined with GPS trackers and citizens’ mobile data enabled the development of a new generation of smarter mobile apps (e.g., Waze) and several local real-time public transport services and trip planners. These technologies have the potential to reduce transport inequalities via two mechanisms. First, governments can develop more efficient and evidence-based public transport plans. Second, citizens have access to better, real-time information about public transport for trip planning and, thus, can make better—i.e., more efficient or cheaper—decisions regarding their everyday mobility. To assess whether citizens’ appropriation of smart mobility—as with their appropriation of any other digital service—depends strongly on having a certain set of socioeconomic and digital attributes, we analyzed both a mobility survey and a digital inequalities survey based on representative samples of adult Uruguayans living in the capital Montevideo. We find that while the use of mobility apps increased in the second half of the 2010s, the adoption of these tools was stratified by traditional digital inequalities, such as type of internet access and digital literacy, and by variables that predict inequalities in both digital and transport fields, such as age, gender and education. As a result, mobility continues to be stratified in favor of those who are more knowledgeable (i.e., tech-savvy) and have greater access to digital technology. Thus, “smart mobility” has failed to ameliorate—and may even exacerbate—transport inequality. Policy implications of these findings are discussed.

全世界的城市都在变得越来越 "智能"。对交通系统产生的数据(如智能卡数据)的更好利用,再加上 GPS 跟踪器和市民的移动数据,使得新一代更智能的移动应用程序(如 Waze)以及一些本地实时公共交通服务和行程规划器得以开发。这些技术有可能通过两种机制减少交通不平等。首先,政府可以制定更高效、更有依据的公共交通计划。其次,公民可以获得更好的、实时的公共交通信息来规划出行,从而在日常出行方面做出更好的决定,即更有效或更便宜的决定。为了评估公民对智能交通的使用--就像他们对其他数字服务的使用一样--是否在很大程度上取决于他们是否具有特定的社会经济和数字属性,我们分析了一项交通调查和一项数字不平等调查,这两项调查都是基于居住在首都蒙得维的亚的乌拉圭成年人的代表性样本。我们发现,虽然移动应用程序的使用在 2010 年代后半期有所增加,但这些工具的采用却因传统的数字不平等(如互联网接入类型和数字素养)以及可预测数字和交通领域不平等的变量(如年龄、性别和教育)而分层。因此,交通分层仍然有利于那些知识更丰富(即精通技术)、更容易获得数字技术的人。因此,"智能交通 "未能改善交通不平等,甚至可能加剧交通不平等。本文讨论了这些发现对政策的影响。
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引用次数: 0
A deeper look at switching intention to electric moped: Magnitude vs Uncertainty 深入了解转向电动轻便摩托车的意向:幅度与不确定性
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-16 DOI: 10.1016/j.tbs.2024.100901
Timo Eccarius , Ching-Fu Chen

While behavioral intention is often considered the immediate predictor of actions, the actual realization of a stated intention is often affected by the intention-behavior gap. This research investigates motorcyclists’ switching intention to an electric moped from a fossil-fuel moped, examining two key components of self-reported intentions: magnitude and uncertainty. Using the judgement uncertainty and magnitude parameters (JUMP) model within the Theory of Planned Behavior framework, we differentiate the two components of stated intention and explore their determinants. Our analysis of data from 293 Taiwanese moped users reveals that while attitude is the major determinant of intention magnitude, intention uncertainty is determined by perceived control, subjective norms and the interaction between attitude and perceived behavioral control. We observed high intention uncertainty across all responses, with negative intentions showing greater uncertainty. Conflicts between attitude and perceived control relate to higher intention uncertainty.

虽然行为意向通常被认为是行动的直接预测因素,但陈述意向的实际实现往往受到意向-行为差距的影响。本研究调查了摩托车手从化石燃料轻便摩托车转向电动轻便摩托车的意向,考察了自我报告意向的两个关键组成部分:幅度和不确定性。我们使用计划行为理论框架内的判断不确定性和幅度参数(JUMP)模型,区分了陈述意向的两个组成部分,并探讨了它们的决定因素。我们对 293 名台湾轻便摩托车用户的数据进行分析后发现,态度是意向大小的主要决定因素,而意向的不确定性则由感知控制、主观规范以及态度和感知行为控制之间的相互作用决定。我们观察到所有反应的意向不确定性都很高,其中消极意向的不确定性更高。态度和感知控制之间的冲突与较高的意向不确定性有关。
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引用次数: 0
Potentials of digital twin system for analyzing travel behavior decisions 数字孪生系统分析旅行行为决策的潜力
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-13 DOI: 10.1016/j.tbs.2024.100902
Mahdi Aghaabbasi, Soheil Sabri

This review explores the potential of digital twin systems to provide a more holistic representation of travel behavior and support transportation planning and policymaking. The paper introduces the concept of digital twins, their key characteristics, and their applications in various domains, including transportation. It discusses the traditional methods used in travel behavior analysis and their limitations, as well as the potential advantages of digital twin systems, such as the integration of heterogeneous data sources, real-time monitoring and prediction, and the ability to simulate and evaluate various policy scenarios. The review also identifies the key components of digital twin systems, the challenges associated with their implementation, and the current state of research on digital twins and related methods in travel behavior analysis. The paper highlights research gaps and future directions, emphasizing the need for privacy-preserving techniques, real-world case studies, and the integration of digital twins with decision support systems. Finally, the review discusses the broader implications of digital twin systems for transportation planning and policymaking, concluding by emphasizing the need for interdisciplinary collaboration and stakeholder engagement to fully realize the potential of digital twins in analyzing travel behavior decisions and shaping the future of transportation systems.

本综述探讨了数字孪生系统在更全面地反映旅行行为、支持交通规划和决策方面的潜力。本文介绍了数字孪生的概念、主要特征及其在包括交通在内的各个领域的应用。论文讨论了旅行行为分析中使用的传统方法及其局限性,以及数字孪生系统的潜在优势,如整合异构数据源、实时监控和预测,以及模拟和评估各种政策方案的能力。综述还确定了数字孪生系统的关键组成部分、与其实施相关的挑战,以及数字孪生和旅行行为分析相关方法的研究现状。论文强调了研究差距和未来方向,强调了对隐私保护技术、真实世界案例研究以及数字孪生与决策支持系统整合的需求。最后,论文讨论了数字孪生系统对交通规划和决策的广泛影响,最后强调了跨学科合作和利益相关者参与的必要性,以充分发挥数字孪生在分析出行行为决策和塑造未来交通系统方面的潜力。
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引用次数: 0
An examination of the effect of external factors on zero-emission vehicle adoption in the United States 研究外部因素对美国采用零排放车辆的影响
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-13 DOI: 10.1016/j.tbs.2024.100904
Yong-Jin Alex Lee, Isabelle Nilsson

This study aims to extend and investigate how external factors (socioeconomic and demographic characteristics, EV-related policy mechanisms, transportation, and climate conditions) influence the actual adoption of battery electric vehicles (BEVs). Using panel data from 49 U.S. states from 2011 to 2020, we estimate a dynamic spatial Durbin model under the space fixed effect to examine the effects of these attributes on BEV adoption in the neighboring states. The results of the analysis suggest that purchase incentives, the number of public charging stations, gasoline prices, and the Hispanic or Latino population, respectively, have positive total effects on state BEV adoption rates in both the short- and long-term. Particularly, the number of public charging stations has positive direct and indirect effects in both the short- and long-term. Gasoline prices have positive spillover effects in both the short- and long-term. The long-term effects of the three characteristics on BEV adoption are greater than their short-term effects. Based on our findings, this study can provide state officials with practical directions and recommendations to help them allocate their resources and implement timely and appropriate regulations, as well as collaborations between states to increase the penetration rates of zero-emission vehicles (ZEVs).

本研究旨在扩展和调查外部因素(社会经济和人口特征、电动汽车相关政策机制、交通和气候条件)如何影响电池电动汽车(BEV)的实际采用。利用美国 49 个州 2011 年至 2020 年的面板数据,我们估计了空间固定效应下的动态空间杜宾模型,以研究这些属性对邻近州采用 BEV 的影响。分析结果表明,购买激励措施、公共充电站数量、汽油价格以及西班牙裔或拉丁裔人口分别在短期和长期内对各州的 BEV 采用率产生了积极的总体影响。特别是,公共充电站的数量在短期和长期都有直接和间接的正效应。汽油价格在短期和长期都有正溢出效应。这三个特征对 BEV 采用的长期影响大于短期影响。基于我们的研究结果,本研究可为各州官员提供切实可行的方向和建议,帮助他们分配资源,实施及时、适当的法规,以及各州之间的合作,以提高零排放汽车(ZEVs)的普及率。
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引用次数: 0
Emotions as antecedents of sustainable travel behaviour 情感是可持续旅行行为的先决条件
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-12 DOI: 10.1016/j.tbs.2024.100903
Christian Bretter , Kate Pangbourne

Promoting the use of sustainable transport alternatives is critical for reducing carbon emissions. In this paper, we propose a cognitive mechanism that explains the extent to which individuals use different sustainable travel modes (e.g., the bus, train, bicycle, and car-sharing). Specifically, we hypothesise negative emotions related to cars as an antecedent of sustainable travel mode use where emotions such as shame, sadness, and upset are positively associated with the extent to which individuals use sustainable transport modes. These negative emotions are further hypothesised to mediate the effect of car attitudes on sustainable travel mode use. Using a broadly representative sample of the UK population (N = 1294), we test these hypotheses and find, firstly, that car attitudes are negatively associated with the use of all sustainable travel modes. Secondly, we demonstrate that negative emotions related to cars mediate this effect. In other words, negative emotions – and not car attitudes – are (positively) associated with the extent to which individuals use all sustainable travel modes. The more individuals perceive the car as something ‘good’, the less they experience emotions such as shame, sadness, and upset when thinking about cars; and it is these negative emotions that then drive sustainable travel mode use. Our study reveals that emotions can and should also be understood as antecedents of sustainable travel modes. We then discuss implications for practitioners and further research.

推广使用可持续交通方式对于减少碳排放至关重要。在本文中,我们提出了一种认知机制来解释个人使用不同可持续出行方式(如公共汽车、火车、自行车和汽车共享)的程度。具体来说,我们假设与汽车相关的负面情绪是使用可持续出行方式的前因,其中羞愧、悲伤和不安等情绪与个人使用可持续交通方式的程度呈正相关。这些负面情绪还被进一步假设为汽车态度对可持续出行方式使用的中介效应。我们使用具有广泛代表性的英国人口样本(N = 1294)对这些假设进行了检验,结果发现:首先,汽车态度与所有可持续出行方式的使用呈负相关。其次,我们证明了与汽车相关的负面情绪对这一效应的调节作用。换句话说,负面情绪(而非汽车态度)与个人使用所有可持续出行方式的程度(正相关)。个人越是认为汽车是 "好 "的东西,他们在想到汽车时就越少产生羞愧、悲伤和不安等情绪;而正是这些负面情绪推动了可持续出行方式的使用。我们的研究表明,情绪也可以而且应该被理解为可持续出行方式的先决条件。随后,我们将讨论对从业人员和进一步研究的影响。
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引用次数: 0
Activity spaces and leisure travel emissions: A case study in Reykjavík, Iceland 活动空间与休闲旅行排放:冰岛雷克雅未克案例研究
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-06 DOI: 10.1016/j.tbs.2024.100896
Johanna Raudsepp , Kayla M. Thorbjörnsson , Kamyar Hasanzadeh , Michał Czepkiewicz , Áróra Árnadóttir , Jukka Heinonen

Concerned by the increasing environmental impact of urban areas and the mobility sector, the study examines mobility in Reykjavík, Iceland. Reykjavík residents have been found to have high emissions in both local and leisure travel. The study aims to explore the connections between urban mobility and leisure travel behaviour using a novel method – activity spaces. The relationship between activity spaces and travel emissions is examined for the first time, based on data of about 700 respondents from a softGIS survey. Connections between activity spaces, local and domestic travel were found. High levels of urban mobility were connected to higher engagement in domestic leisure travel, indicating the presence of a highly mobile lifestyle among Reykjavík urbanites. The reasons for the travel could stem from compensation behaviour, or social network dispersion. In addition, the study points at a lack of functioning 15-minute neighbourhoods and public transit in the capital area. Some differences between income groups were noticed, particularly in urban mobility, pointing at the need to examine the social floor of mobility even within generally affluent societies, so that disadvantaged groups do not get left behind in the sustainable mobility transition. As it has been suggested that people travel for their well-being and to escape the tumult of urban life, the relationship between urban mobility, especially environmental exposure during daily travel, and well-being should be studied. Therefore, the study urges for sustainable mobility transitions and urban planning policies that consider the needs and well-being of citizens in all socio-demographic groups.

本研究关注城市地区和交通部门对环境日益增加的影响,对冰岛雷克雅未克的交通进行了研究。研究发现,雷克雅未克居民在本地和休闲旅行中的排放量都很高。本研究旨在利用一种新方法--活动空间--探索城市流动性与休闲旅行行为之间的联系。根据软地理信息系统(softGIS)调查中约 700 名受访者的数据,首次研究了活动空间与旅行排放之间的关系。研究发现了活动空间、本地和国内旅行之间的联系。高水平的城市流动性与较高的国内休闲旅行参与度相关联,这表明雷克雅未克城市居民中存在一种高度流动的生活方式。旅行的原因可能是补偿行为或社会网络分散。此外,研究还指出,首都地区缺乏有效的 15 分钟街区和公共交通。研究还注意到不同收入群体之间存在一些差异,尤其是在城市交通方面,这表明即使在总体富裕的社会中,也有必要对交通的社会底线进行研究,以避免弱势群体在可持续交通转型中落伍。有观点认为,人们出行是为了获得幸福感,是为了逃离喧嚣的城市生活,因此应研究城市交通,特别是日常出行中的环境暴露与幸福感之间的关系。因此,本研究呼吁可持续交通转型和城市规划政策应考虑所有社会人口群体的需求和福祉。
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引用次数: 0
Investigating spatial-temporal characteristics of joint activity/travel behaviour with smart card data 利用智能卡数据调查联合活动/旅行行为的时空特征
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-06 DOI: 10.1016/j.tbs.2024.100899
Chen Yang , Xiao Fu , Run Dong

The process of urbanization and the rapid development of transit networks transform urban land use properties and individuals’ travel demand, especially in densely populated areas. Traffic surveys reveal that joint activity/travel behaviour constitutes an increasingly significant portion of overall travel behaviours. This paper aims to investigate the spatial–temporal characteristics of individuals’ joint activity/travel patterns (JATPs) within the subway network and explores the factors that influence individuals’ choices among different activity/travel patterns. First, we establish a social relationship classifier to infer acquaintances among individuals. Subsequently, we define four distinct types of JATPs and introduce an algorithm for recognizing these patterns. To implement the proposed framework, we conduct a real-world case study based on subway smart card data from Nanjing, China. Our findings reveal that approximately 19% of daily trips were identified as JATPs, while different JATPs exhibit diverse spatial and temporal characteristics. These differences can be attributed to various influencing factors, including travel/activity time, passenger flow, departure time, and passenger flow/income around tap-in/out stations. In addition, we employ the machine learning classification method XGBoost to predict the discrete choice process of JATP. The classification results reveal the spatial–temporal characteristics of JATP and examine the potential influences of various factors on individuals’ joint activity and travel behaviours. Ultimately, our research sheds light on the evolving landscape of urban travel behaviour in the context of joint activities and travel, with practical implications for transportation planning and policy.

城市化进程和公交网络的快速发展改变了城市土地使用性质和个人的出行需求,尤其是在人口稠密地区。交通调查显示,联合活动/出行行为在整体出行行为中所占比例越来越大。本文旨在研究地铁网络中个人联合活动/旅行模式(JATPs)的时空特征,并探讨影响个人选择不同活动/旅行模式的因素。首先,我们建立了一个社会关系分类器来推断个体之间的熟人关系。随后,我们定义了四种不同类型的 JATP,并介绍了一种识别这些模式的算法。为了实现所提出的框架,我们基于中国南京的地铁智能卡数据进行了实际案例研究。我们的研究结果表明,约有 19% 的日常出行被识别为 JATP,而不同的 JATP 表现出不同的空间和时间特征。这些差异可归因于各种影响因素,包括乘车/活动时间、客流量、出发时间以及进出站周边的客流量/收入。此外,我们还采用了机器学习分类方法 XGBoost 来预测 JATP 的离散选择过程。分类结果揭示了 JATP 的时空特征,并研究了各种因素对个人联合活动和出行行为的潜在影响。最终,我们的研究揭示了在联合活动和出行背景下城市出行行为的演变过程,对交通规划和政策具有实际意义。
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引用次数: 0
Influence of childhood experiences on walking behavior during adulthood: Long-term panel data analysis 童年经历对成年后步行行为的影响:长期面板数据分析
IF 5.1 2区 工程技术 Q1 TRANSPORTATION Pub Date : 2024-09-05 DOI: 10.1016/j.tbs.2024.100893
Alyas A. Widita

While a substantial body of literature exists on the factors associated with walking behavior, little is known about the long-term effects of childhood experiences. This study utilizes micro-longitudinal data from the Indonesian Family Life Survey (IFLS) to track the lives of 1,343 Indonesians from childhood to adulthood. Findings from a series of regression analyses provide suggestive evidence of the relative importance childhood experiences play in shaping walking behavior during adulthood. Specifically, exposure to a dense urban environment during childhood appears to increase the likelihood of developing sustained walking behavior in later life. Additionally, our findings reveal that individuals raised in households with lower vehicle ownership are more likely to maintain walking behavior during adulthood compared to otherwise similar individuals from households with higher vehicle ownership. In summary, this study highlights the potential long-term efficacy of spatial planning strategies and transportation policies in fostering a more sustainable travel pattern.

尽管已有大量文献介绍了与步行行为相关的因素,但人们对童年经历的长期影响却知之甚少。本研究利用印尼家庭生活调查(IFLS)的微观纵向数据,对 1343 名印尼人从童年到成年的生活进行了跟踪调查。一系列回归分析的结果提供了提示性证据,证明童年经历对成年后步行行为的形成具有相对重要的影响。具体来说,童年时期接触密集的城市环境似乎会增加日后形成持续步行行为的可能性。此外,我们的研究结果表明,与来自车辆拥有率较高家庭的类似个体相比,在车辆拥有率较低家庭长大的个体更有可能在成年后保持步行行为。总之,本研究强调了空间规划策略和交通政策在促进更可持续的出行模式方面的潜在长期功效。
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引用次数: 0
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