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Agent-based simulation model of micro-mobility trips in heterogeneous and perceived unsafe road environments 基于代理的微移动出行仿真模型,在异构和可感知的不安全道路环境中运行
Pub Date : 2024-08-03 DOI: 10.1016/j.jcmr.2024.100042
Panagiotis G. Tzouras , Lambros Mitropoulos , Christos Karolemeas , Eirini Stravropoulou , Eleni I. Vlahogianni , Konstantinos Kepaptsoglou

Safety concerns expressed by micro-mobility users seem to practically constrain the use and flexibility of these new modes. This paper introduces a new, parametric agent-based modeling approach for simulating micro-mobility, using MATSim as a platform. Perceived safety is introduced as a factor, which affects travel behavior of micro-mobility modes in a car-dominated, heterogeneous, and perceived unsafe road network. To meet the research objectives, different scenarios are simulated, using the city of Athens, Greece as a test bed, to examine the model performance and applicability. A universal scoring function based on travel time, cost, and safety, is proposed. This study also discusses the concept of unsafe discontinuities. Simulation results show that an unsafe road segment of 500 m long is sufficient to induce evident behavioral variations and hinder the practical use of e-bikes and e-scooters in the base scenario. The establishment of a cycle-friendly road network leads to significant changes in the chosen routes and decreases the average trip distance for micro-mobility users. In this case, the simulation process is guided by perceived safety, primarily focusing on formulating safer paths for micro-mobility mode users. Nevertheless, the routing behavior of car users is not modified due to the spatial uniformity of safety perceptions in a car-dominated road environment.

微移动用户对安全问题的担忧似乎实际上限制了这些新模式的使用和灵活性。本文以 MATSim 为平台,介绍了一种新的、基于参数的代理建模方法,用于模拟微型交通。在一个以汽车为主、异构且被认为不安全的道路网络中,感知安全性被作为一个影响微型交通方式出行行为的因素引入。为实现研究目标,以希腊雅典市为试验平台,模拟了不同的场景,以检验模型的性能和适用性。研究提出了基于旅行时间、成本和安全性的通用评分函数。本研究还讨论了不安全不连续性的概念。模拟结果表明,500 米长的不安全路段足以引起明显的行为变化,并阻碍电动自行车和电动滑板车在基本场景中的实际使用。建立自行车友好型道路网络会导致所选路线发生显著变化,并减少微型交通工具用户的平均出行距离。在这种情况下,模拟过程以感知安全为导向,主要侧重于为微型交通模式用户制定更安全的路径。尽管如此,由于在以汽车为主的道路环境中,人们对安全的感知在空间上是一致的,因此汽车用户的路线选择行为并没有改变。
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引用次数: 0
Reshaping cyclist mobility: Understanding the impact of autonomous vehicles on urban bicycle users 重塑自行车的流动性:了解自动驾驶汽车对城市自行车用户的影响
Pub Date : 2024-07-31 DOI: 10.1016/j.jcmr.2024.100038
Alexander Gaio , Federico Cugurullo

Autonomous Vehicles (AVs) present a jarring new normal for negotiation on public streets. Current communication and interaction stand to be disrupted with the presence of AVs. Active transport users, specifically bicycle users, rely on human communication and subtle cues to feel confident when negotiating with other road users. Shifts in communicability with AVs presents a unique challenge for bicycle users. It remains unclear how AVs will impact urban bicycle users. This paper employs a mixed-methods approach to understanding impacts that AVs have on urban bicycle users in four test sites with varying levels of traffic stress. Interviews and focus groups were used across different traffic stress scenarios in three countries to understand how bicycle users will be impacted by AVs in real-world scenarios. The results represent a pioneering cross-section of four bicycle cultures’ exposure to AVs. Results universally show that, compared to conventionally operated vehicles, an enduring sense of unease remains unresolved with AVs and that shifting focus to bicycle user experiences and prioritizing the needs of a diverse population of non-occupants will be critical. If AVs are not deployed responsibly and responsively, they could turn bicycle users away from cycling in a streetscape where active transport users are already marginalized.

自动驾驶汽车(AV)为公共街道上的谈判带来了一种令人震惊的新常态。目前的交流和互动会因为自动驾驶汽车的出现而中断。主动交通用户,特别是自行车用户,在与其他道路使用者进行交涉时,需要依靠人与人之间的交流和微妙的暗示才能感到自信。与自动驾驶汽车的交流方式的转变给自行车使用者带来了独特的挑战。目前仍不清楚自动驾驶汽车将如何影响城市自行车用户。本文采用混合方法,在四个交通压力不同的测试地点了解自动驾驶汽车对城市自行车用户的影响。在三个国家的不同交通压力场景中,采用了访谈和焦点小组的方法,以了解在真实世界场景中,自行车用户将如何受到自动驾驶汽车的影响。研究结果代表了四种自行车文化接触自动驾驶汽车的开创性横截面。结果普遍表明,与传统运营车辆相比,人们对自动驾驶汽车的持久不安感仍未消除,因此将重点转移到自行车用户体验以及优先考虑不同非乘员人群的需求至关重要。如果不以负责任的态度部署自动驾驶汽车,它们可能会让自行车用户放弃在主动交通用户已经被边缘化的街道上骑自行车。
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引用次数: 0
Bikeability of road segments: An open, adjustable and extendible model 路段的可骑自行车性:一个开放、可调整和可扩展的模型
Pub Date : 2024-07-30 DOI: 10.1016/j.jcmr.2024.100040
Christian Werner, Lucas van der Meer, Dana Kaziyeva, Petra Stutz, Robin Wendel, Martin Loidl

Providing adequate infrastructure for cycling is crucial for increasing its modal share and for supporting the shift towards sustainable mobility. To foster well-targeted, efficient, and effective improvements of infrastructure in favor of cycling, we need data and methods for assessing its current state in an automated, scalable, and reproducible way. Present models are limited due to dependency on proprietary and/or scarce data, being closed-source and not taking into account the many nuances of bikeability on segment scale. Therefore, we propose an open, adjustable, and extendible model of bikeability that relies on open and globally available data sets. It allows to consider aspects of safety, comfort, and the immediate environment. Results from an evaluation study show its applicability while underlining the importance of considering diversity in regional, individual, and purpose-related mobility demands. Future bikeability research may be informed by results of the online survey conducted as part of the evaluation study. The proposed bikeability model can form the foundation for advanced network and accessibility analysis and serves as an important information layer for decision making.

为自行车提供充足的基础设施对于提高自行车的使用率和支持向可持续交通方式转变至关重要。为了促进有针对性、高效率、高效益地改善基础设施,使其有利于自行车出行,我们需要数据和方法,以自动、可扩展、可重复的方式评估其现状。由于依赖于专有和/或稀缺的数据,现有模型具有局限性,而且是闭源的,没有考虑到各区自行车适用性的许多细微差别。因此,我们提出了一个开放、可调整、可扩展的自行车适宜性模型,该模型依赖于开放的、全球可用的数据集。它可以考虑安全性、舒适性和直接环境等方面。一项评估研究的结果表明了该模型的适用性,同时强调了考虑地区、个人以及与目的相关的交通需求多样性的重要性。作为评估研究的一部分,在线调查的结果可为未来的自行车适宜性研究提供参考。所提出的可骑自行车性模型可以为先进的网络和可达性分析奠定基础,并成为决策制定的重要信息层。
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引用次数: 0
Accessibility to the winter cycling network in Montréal: A transport equity diagnosis 蒙特利尔冬季自行车网络的可达性:交通公平诊断
Pub Date : 2024-07-30 DOI: 10.1016/j.jcmr.2024.100041
David Carpentier-Laberge , Philippe Apparicio , Gurwet Meret , Marie-Soleil Cloutier

Recent studies have demonstrated the importance of a well-maintained and safe bicycle network to increase winter cycling. However, inequities in the access to cycling infrastructure in winter have not been documented yet. Based on the concept of equity in transport, this research aims to fill the gap and assess whether inequities are exacerbated during winter in the city of Montréal, Canada. The distance to the nearest cycling network section and kilometres of cycling network with 2.5 km and 5 km were computed in GIS. Two types of statistical analysis were then conducted to assess potential inequities for four population groups: weighted t-tests and seemingly unrelated regression (SUR) models. Our results demonstrate that the winter cycling network is more concentrated in central neighbourhoods and that accessibility issues are increasing in winter. Visible minorities face the most lack of accessibility, compared to the rest of the population. People under the age of 15 and over the age of 65 years old are also in unequal situations, while the low-income population has better access to winter cycling infrastructure than other groups. Our results innovate by incorporating measures of accessibility to the winter cycling network into the assessment of transport inequities.

最近的研究表明,一个维护良好、安全的自行车网络对于增加冬季骑车活动非常重要。然而,在冬季使用自行车基础设施方面存在的不公平现象尚未被记录在案。基于交通公平的概念,本研究旨在填补这一空白,并评估加拿大蒙特利尔市冬季是否加剧了不公平现象。研究人员利用地理信息系统计算了距离最近的自行车网络路段的距离,以及 2.5 公里和 5 公里自行车网络的公里数。然后进行了两种类型的统计分析,以评估四个人口群体可能存在的不公平现象:加权 t 检验和看似无关的回归模型(SUR)。我们的结果表明,冬季自行车网络更多集中在中心街区,冬季的可达性问题日益突出。与其他人群相比,有色人种面临的无障碍问题最为严重。15 岁以下和 65 岁以上的人群也处于不平等的境地,而低收入人群则比其他群体更容易使用冬季自行车基础设施。我们的研究结果创新性地将冬季自行车网络可达性的衡量标准纳入了交通不平等的评估中。
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引用次数: 0
Exploring the use of electric-assist handcycles to facilitate adapted mountain biking participation for people living with a spinal cord injury 探索使用电动辅助手扶自行车促进脊髓损伤患者参与适应性山地自行车运动
Pub Date : 2024-07-23 DOI: 10.1016/j.jcmr.2024.100039
Sarah Wildish , Nick Wattie , Shilpa Dogra , Meghann Lloyd

Purpose

The aim of this study was to describe how electric-assist (e-assist) handcycles facilitate participation in adapted mountain biking for people with a spinal cord injury.

Materials and Methods

Ten adults (n=10) living with a spinal cord injury who actively ride trails each completed an online semi-structured interview. Seven of these participants have ridden nature trails using an e-assist handcycle. Following descriptive phenomenology principles, interviews were thematically analyzed using NVivo software.

Results

Commentary on e-assist was categorized into the following themes: e-assist descriptions, e-assist as enjoyable, and e-assist accessibility. Handcycles with pedal e-assist were described as a prominent facilitator, whereby the electric motor can mitigate overexertion, help navigate uneven terrain, and reduce injuries. Participants described using e-assist mountain biking handcycles as a way to facilitate perceived safety, inclusivity, and overall accessibility in adapted mountain biking participation.

Conclusions

Findings of this research emphasize the importance of innovative technology in facilitating adapted mountain biking for people with spinal cord injuries. E-assist mountain biking handcycles make the outdoors more accessible to people with a spinal cord injury by increasing opportunities to enjoy exploring nature and travel further, with enhanced safety features, which are not replicable while using a traditional handcycle or wheelchair.

研究目的本研究旨在描述电动助力(e-assist)手推式自行车如何促进脊髓损伤患者参与适应性山地自行车运动。其中七名参与者曾使用电动助力手推自行车在自然小径上骑行。根据描述性现象学原则,我们使用 NVivo 软件对访谈进行了主题分析。结果关于电子助力的评论分为以下主题:电子助力的描述、电子助力的乐趣和电子助力的可及性。带脚踏电子助力的手扶自行车被描述为一个突出的促进因素,其中电动马达可以减轻过度劳累,帮助驾驭不平坦的地形,并减少受伤。参与者认为,使用电动助力山地自行车是一种提高安全性、包容性和参与适应性山地自行车运动的整体无障碍性的方式。结论这项研究的结果强调了创新技术在促进脊髓损伤者适应性山地自行车运动方面的重要性。电子辅助山地自行车手推车增加了脊髓损伤患者探索大自然和进一步旅行的机会,增强了安全性能,从而使他们更容易接触到户外活动,而这是使用传统手推车或轮椅所无法比拟的。
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引用次数: 0
Ride-hailing users are likely early adopters of shared micromobility in mid-sized cities of developing countries: A case study of Kathmandu, Nepal 在发展中国家的中等城市,打车用户很可能是共享微型交通的早期采用者:尼泊尔加德满都案例研究
Pub Date : 2024-07-19 DOI: 10.1016/j.jcmr.2024.100037
Nitesh R. Shah, Saurav Parajuli, Christopher R. Cherry

While shared micromobility has been gaining popularity in developed countries, these innovative technologies have yet to penetrate the market of mid-sized cities in developing countries, which make up the overwhelming majority of cities in the world. Shared micromobility includes inexpensive systems that could drive the first wave of electrification in the transportation sector in these regions. We designed and implemented a dynamic stated preference pivoting survey and used a panel data mixed logit model to assess the effect of temperature, precipitation, and availability of bike lanes on the propensity to use bikeshare, e-bike share, and e-moped share, controlling for sociodemographic factors. Using Kathmandu, Nepal, as a case study, where shared micromobility does not currently exist, we also assessed modal shifts from the existing travel modes. We found heavy rain negatively impacts users’ preference for shared micromobility, while users preferred e-moped share during cold temperatures. The effect of bike lane availability was positive but weak on bikeshare and e-bike share. Gender also had an effect on the choice of shared micromobility vehicles – females preferred e-mopeds over other vehicles. Ride-hailing users had a high preference for e-moped share, while introducing bikeshare and e-bike share caused a uniform modal shift among existing travel modes. We recommend that transportation agencies begin micromobility pilot programs by combining this study’s findings with the best practices of existing micromobility programs. We also suggest collecting usage and operations data to empower data-driven decision-making.

虽然共享微型交通系统在发达国家越来越受欢迎,但这些创新技术尚未渗透到发展中国家的中型城市市场,而这些城市占世界城市的绝大多数。共享微型交通包括价格低廉的系统,可以推动这些地区交通领域的第一波电气化浪潮。我们设计并实施了一项动态陈述偏好枢轴调查,并使用面板数据混合对数模型来评估气温、降水和自行车道可用性对共享单车、共享电动自行车和共享电动轻便摩托车使用倾向的影响,同时控制社会人口因素。尼泊尔加德满都目前还没有共享微型交通工具,我们以加德满都为案例,对现有出行方式的模式转变进行了评估。我们发现,大雨会对用户对共享微型交通的偏好产生负面影响,而在寒冷的气温下,用户则更喜欢共享电动轻便摩托车。自行车道的可用性对共享单车和共享电动自行车有积极影响,但影响较弱。性别对共享微型交通工具的选择也有影响--与其他交通工具相比,女性更喜欢电动轻便摩托车。打车用户对共享电动轻便摩托车的偏好较高,而引入共享单车和共享电动自行车则在现有出行方式中引起了统一的模式转变。我们建议交通机构结合本研究的结论和现有微型交通项目的最佳实践,启动微型交通试点项目。我们还建议收集使用和运营数据,以增强数据驱动决策的能力。
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引用次数: 0
How weather and built environment factors influence e-scooter ridership: Understanding non-linear and time varying effects 天气和建筑环境因素如何影响电动滑板车的使用率:了解非线性和时变效应
Pub Date : 2024-07-14 DOI: 10.1016/j.jcmr.2024.100036
Ying Lu, Lihong Zhang, Jonathan Corcoran

Our understanding of non-linear and time varying effects on shared e-scooter ridership dynamics is limited. Consequently, both operators and city councils supporting shared e-scooter schemes do not have the requisite information to help optimise infrastructure planning and operation management. Focussing on subtropical Brisbane, Australia, the current study examines time varying and non-linear effects of weather and built environment factors on shared e-scooter ridership. Results from XGBoost models reveal threshold relationships with both the availability of cycling infrastructure and the presence of park and commercial land uses. Additionally, we show how hot weather increases ridership especially around large parks and in commercial areas on both weekdays and weekends. Understanding the intricate (non-linear) interplay (interaction) between weather and built environment factors and their variation over time on shared e-scooter ridership have important implications for policymakers, transportation planners, and environmental advocates in providing the requisite evidence for data driven decision making.

我们对共享电动滑板车乘客动态的非线性和时间变化影响的了解十分有限。因此,支持共享电动滑板车计划的运营商和市议会都没有必要的信息来帮助优化基础设施规划和运营管理。本研究以亚热带的澳大利亚布里斯班为重点,研究了天气和建筑环境因素对共享电动滑板车乘客数量的时间变化和非线性影响。XGBoost 模型的结果显示,自行车基础设施的可用性与公园和商业用地的存在之间存在阈值关系。此外,我们还展示了炎热天气如何增加骑行率,尤其是在大型公园周围和商业区,无论是工作日还是周末。了解天气和建筑环境因素之间错综复杂的(非线性)相互作用(交互作用)及其对共享电动滑板车骑行率随时间的变化,对于政策制定者、交通规划者和环保倡导者提供必要的数据驱动决策证据具有重要意义。
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引用次数: 0
Exploring gender differences in awareness of new active transportation projects: Réseau Express Vélo (REV) case study 探索对新的主动交通项目认识的性别差异:Réseau Express Vélo (REV) 案例研究
Pub Date : 2024-06-16 DOI: 10.1016/j.jcmr.2024.100035
Jessica Wei-Lin Lam, Sarangi Jayaram, Wan Hei NG, Ehab Diab

Many cities are currently planning and building new large-scale active transport networks to achieve a wide array of environmental, economic, and social equity goals. This is often combined with developing public campaigns to increase public awareness of their plans and introduced infrastructure to build a culture that celebrates and supports using them. While several studies explored the impacts of active transport infrastructure on users perception and travel behaviour, very little has been done to explore the factors associated with people’s awareness of such infrastructure at an early stage of their introduction. Accordingly, this study examines the factors affecting people’s likelihood of being aware of a new flagship cycling network in Montréal known as Réseau Express Vélo (REV), while understanding equity of awareness across gender identities. To achieve this goal, the study uses summary statistics and weighted multilevel logistic regressions to analyze data collected from a large-scale survey. The results of the paper show that various socioeconomic factors including age, ethnicity, income, language, as well as individuals’ travel behaviour and lifestyle are associated with being familiar with such a large bike network. Significant differences between women and men can also be observed, in which women are less likely to be aware of REV. Younger women in their 20 s tend to know much less about the project in comparison with men in the same age group. Women who identify as non-white only and used English to complete the survey are the group with the lowest probability of being aware of the project. Findings from this research unmask key aspects related to the likelihood of being aware of a new large-scale cycling network, offering important insights to transport planners, policy makers, and researchers.

许多城市目前正在规划和建设新的大规模主动交通网络,以实现一系列环境、经济和社会公平目标。这通常与开展公共宣传活动相结合,以提高公众对其规划和引进的基础设施的认识,从而建立一种赞美和支持使用这些基础设施的文化。虽然有几项研究探讨了主动式交通基础设施对用户认知和出行行为的影响,但很少有研究探讨在这些基础设施引入的早期阶段与人们对其认知相关的因素。因此,本研究探讨了影响人们了解蒙特利尔新的旗舰自行车网络--Réseau Express Vélo(REV)--的可能性的因素,同时了解了不同性别身份的人对该网络的了解程度。为了实现这一目标,本研究采用了汇总统计和加权多层次逻辑回归分析大规模调查收集的数据。论文结果显示,包括年龄、种族、收入、语言在内的各种社会经济因素以及个人的出行行为和生活方式都与是否熟悉这样一个大型自行车网络有关。男女之间也存在显著差异,女性对 REV 的认知度较低。与同年龄组的男性相比,20 多岁的年轻女性对该项目的了解往往要少得多。仅被认定为非白人并使用英语完成调查的女性是对该项目知晓率最低的群体。这项研究的结果揭示了与了解新的大规模自行车网络的可能性有关的关键方面,为交通规划者、政策制定者和研究人员提供了重要的启示。
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引用次数: 0
Modelling cycling to school in Finland 芬兰骑自行车上学的模式
Pub Date : 2024-05-31 DOI: 10.1016/j.jcmr.2024.100034
Emilia Suomalainen , Henna Malinen , Marko Tainio

Active travel to school is an important contributor to the physical activity levels of children and adolescents and the source of many health benefits. In this work, we model cycling to school in Finland. The probability to cycle on a given trip is modelled using a binary logistic regression model based on trip length, average route gradient, the cyclist’s gender, and age. Variables denoting the city regions were also included to account for differences in cycling cultures and infrastructure. In addition, weather variables were added as cycling levels in Finland are highly dependent on the season. Air temperature and the presence of snow were found to reflect well the observed seasonal variations. The observed influence of winter conditions on trip distances and the cycling of girls is also replicated in the model through interaction terms. This model is employed to explore two sustainable mobility scenarios: a scenario where the cycling of girls increases to the same level as that of boys and a scenario where all school children cycle as much as those living in Oulu, Finland’s top cycling region. Our results suggest that it would be possible to increase the number of trips by bicycle and cycled mileage significantly, up to 76 % in the Oulu scenario, even though school children already cycle much more than the general population.

积极的上学方式是提高儿童和青少年体育锻炼水平的重要因素,也是许多健康益处的来源。在这项工作中,我们模拟了芬兰骑自行车上学的情况。根据行程长度、平均路线坡度、骑车人的性别和年龄,使用二元逻辑回归模型对特定行程中骑车的概率进行建模。此外,还加入了表示城市地区的变量,以考虑骑车文化和基础设施的差异。此外,还加入了天气变量,因为芬兰的自行车运动水平与季节有很大关系。研究发现,气温和是否下雪很好地反映了观察到的季节变化。模型中还通过交互项复制了观察到的冬季条件对出行距离和女孩骑车的影响。我们利用该模型探讨了两种可持续交通情景:一种情景是女孩骑自行车的比例与男孩持平,另一种情景是所有学童都像生活在芬兰骑自行车最多的地区奥卢的学童一样骑自行车。我们的研究结果表明,尽管学龄儿童骑自行车的比例已经远远高于普通人群,但骑自行车出行的次数和里程数仍有可能大幅增加,在奥卢方案中,骑自行车出行的比例最高可达 76%。
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引用次数: 0
Promoting adolescent girls' active school travel in Ghana: Contextualizing health belief model and theory of planned behavior 促进加纳少女积极上学:将健康信念模式和计划行为理论与具体情况相结合
Pub Date : 2024-05-26 DOI: 10.1016/j.jcmr.2024.100033
Stephen Agyeman , Philip Kofi Alimo

In recent years, efforts to promote safer active school travel (AST), i.e., walking and cycling behaviors in girls, have heightened in light of huge gender disparities in micromobility adoption. In developing countries where transport infrastructure is not advanced, and AST adoption is influenced by societal perceptions, theorizing empirical studies will help better explore and understand the travel needs of girls for effective planning. This study investigated the factors influencing AST behaviors of 232 adolescent girls in primary, junior, and senior high schools based in Sunyani Municipality, Ghana. A novel combination of the Health Belief Model and the Theory of Planned Behavior was employed to formulate a conceptual model that was evaluated using SEM-MIMIC modeling. Results revealed that age plays a significant role in AST preferences, with younger girls favoring walking and older girls showing interest in cycling. Interventions can capitalize on this to promote cycling habits during the transition to senior high school. Moreover, environmental attitudes have the most decisive influence on the perceived social benefits of AST, while perceived parental support positively impacts safety self-efficacy. Together with perceived parental support, safety self-efficacy, and distance/accessibility barriers, they significantly influence girls' intentions to use active transportation. Authorities can adopt proposed targeted interventions such as the walking school bus and bicycle train concepts to make AST more attractive to girls.

近年来,由于在采用微型交通工具方面存在巨大的性别差异,促进更安全的学校主动出行(AST)(即女孩的步行和骑自行车行为)的努力有所加强。在交通基础设施不发达的发展中国家,采用主动式出行方式受到社会观念的影响,理论化的实证研究将有助于更好地探索和了解女孩的出行需求,从而制定有效的规划。本研究调查了影响加纳 Sunyani 市 232 名小学、初中和高中女生 AST 行为的因素。研究采用了健康信念模型和计划行为理论的新颖组合,建立了一个概念模型,并使用 SEM-MIMIC 模型对该模型进行了评估。结果显示,年龄在 AST 偏好中起着重要作用,年龄较小的女孩更喜欢步行,而年龄较大的女孩则对骑自行车感兴趣。干预措施可以利用这一点,在高中过渡时期推广骑自行车的习惯。此外,环境态度对感知到的 AST 社会效益有着最决定性的影响,而感知到的父母支持则对安全自我效能感有着积极的影响。这些因素与感知到的父母支持、安全自我效能感以及距离/可达性障碍一起,对女生使用主动交通的意愿产生了显著影响。有关当局可以采取建议的有针对性的干预措施,如步行校车和自行车列车概念,使主动式交通对女孩更具吸引力。
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引用次数: 0
期刊
Journal of Cycling and Micromobility Research
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