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Journal of Cycling and Micromobility Research最新文献

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Comparative study of route choice models for cyclists 骑自行车者路线选择模式比较研究
Pub Date : 2024-02-22 DOI: 10.1016/j.jcmr.2024.100018
Adrian Meister , Zheng Liang , Matteo Felder , Kay W. Axhausen

This paper presents a comparison of different route choice models for cyclists. The data includes approx. 3,700 cycling trajectories. The network is derived based on the Open-Street-Map that contains street-level attribute information. We estimate two path-based and one link-based models. We present descriptive statistics, model results, resulting indicators, and compare different validation approaches. The results reveal important differences across the models, especially in context of applications and policy-making.

本文比较了不同的自行车路线选择模型。数据包括约 3,700 条骑行轨迹。该网络基于包含街道级属性信息的开放街道地图(Open-Street-Map)。我们估算了两个基于路径的模型和一个基于链接的模型。我们介绍了描述性统计、模型结果、结果指标,并比较了不同的验证方法。结果显示了不同模型之间的重要差异,尤其是在应用和决策方面。
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引用次数: 0
Studying shared bike route choice behavior using a bike-sharing system in Germany 利用德国共享单车系统研究共享单车路线选择行为
Pub Date : 2024-02-17 DOI: 10.1016/j.jcmr.2024.100017
Hauke Reckermann, Margarita Gutjar, Matthias Kowald

The objective of this research is to explore the determinants of shared bike route choice in both urban and rural settings in Germany. To this end, a stated preference (SP) survey on route choice was conducted across several German cities. Participants were drawn from the service area of a regional bike-sharing system (BSS) in Germany. This area included five major cities and several mid-sized and smaller municipalities. The survey includes responses from both users and non-users of the BSS. Mixed multinomial logit models were used in analysis of the SP data. The study also calculated the willingness to pay (WTP) values for selected attributes. Significant influences on route choice included access and egress time, ride time, and ride cost. Significant random heterogeneity was found, especially for ride cost. Further heterogeneity was reported for interactions with sociodemographic attributes. Street type, surface, and bike infrastructure also had significant effects on route choice. Linkages between infrastructural preferences and respondents’ ages were evident. Although WTP values were strongly influenced by random heterogeneity in ride cost perception, most WTP values were comparable to the values obtained in other studies.

本研究旨在探讨德国城市和农村地区共享自行车路线选择的决定因素。为此,我们在德国多个城市开展了关于路线选择的陈述偏好(SP)调查。调查对象来自德国一个地区性共享单车系统(BSS)的服务区域。该地区包括五个主要城市和几个中小城市。调查对象包括共享单车系统的用户和非用户。在分析 SP 数据时使用了混合多项式对数模型。研究还计算了选定属性的支付意愿(WTP)值。对路线选择有重要影响的因素包括出入口时间、乘车时间和乘车费用。研究发现了显著的随机异质性,尤其是乘车费用。据报告,与社会人口属性的交互作用还存在进一步的异质性。街道类型、路面和自行车基础设施对路线选择也有显著影响。基础设施偏好与受访者年龄之间的联系非常明显。虽然 WTP 值受到骑行成本感知随机异质性的强烈影响,但大多数 WTP 值与其他研究得出的值相当。
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引用次数: 0
Who uses subsidized micromobility, and why? Understanding low-income riders in three countries 谁在使用有补贴的微型交通,为什么?了解三个国家的低收入乘客
Pub Date : 2024-02-06 DOI: 10.1016/j.jcmr.2024.100016
Alexa Delbosc , Calvin Thigpen

Shared bicycle and e-scooter programs, which we refer to as ‘shared micromobility’, have been expanding in cities across the globe. To date, little research has directly examined the role that shared micromobility programs play in supporting the travel needs of low-income populations. To fill this research need, this paper aims to evaluate a subsidy program for low-income riders by examining the demographics, usage patterns, benefits and barriers for low-income riders relative to general riders. We explore this aim using a survey of 1037 Lime customers from the United States, Australia and New Zealand. Lime operates shared e-bike and e-scooter programs in seventeen countries and over 200 cities around the world. They operate a program called ‘Lime Access’ that provides subsidized rides to qualifying customers. Using descriptive and comparative statistics, we find that Lime Access riders were more likely than general riders to be locals who use shared micromobility for utilitarian purposes (commuting, shopping) as a regular part of their daily travel patterns (35% of Access riders used Lime daily vs 7% of non-Access riders) and in combination with transit (44% of Access riders connected to transit on their last trip vs 23% of non-Access). Open-ended comments revealed the important role that Lime played in meeting the mobility needs of Access customers, especially customers with a disability or who do not own a car. The findings suggest that if cities want to expand the uptake of shared micromobility among low-income populations, they may want to consider agreements that incentivise or support the expansion of subsidized ridership programs.

共享自行车和电动滑板车项目,我们称之为 "共享微型交通",已在全球各大城市不断扩大。迄今为止,很少有研究直接考察共享微型交通项目在支持低收入人群出行需求方面发挥的作用。为了满足这一研究需求,本文旨在通过研究低收入乘客的人口统计学、使用模式、相对于普通乘客的益处和障碍,来评估一项针对低收入乘客的补贴计划。我们对来自美国、澳大利亚和新西兰的 1037 名 Lime 用户进行了调查,以此探讨这一目标。Lime 在全球 17 个国家和 200 多个城市运营共享电动自行车和电动摩托车项目。他们运营着一个名为 "Lime Access "的项目,为符合条件的客户提供骑行补贴。通过描述性和比较性统计,我们发现 Lime Access 乘客比一般乘客更有可能是当地人,他们出于实用目的(通勤、购物)而使用共享微型交通工具,并将其作为日常出行模式的固定组成部分(35% 的 Access 乘客每天使用 Lime,而 7% 的非 Access 乘客每天使用 Lime),并与公共交通相结合(44% 的 Access 乘客在最后一次出行时与公共交通连接,而 23% 的非 Access 乘客与公共交通连接)。开放式评论显示,Lime 在满足无障碍乘客,尤其是残疾乘客或无车乘客的出行需求方面发挥了重要作用。研究结果表明,如果城市希望扩大低收入人群对共享微型交通工具的使用,他们可能需要考虑签订协议,激励或支持扩大补贴乘客计划。
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引用次数: 0
Comparing different methods for connecting bike lanes to generate a complete bike network and identify potential complete streets in Atlanta 比较连接自行车道的不同方法,以生成完整的自行车网络并确定亚特兰大潜在的完整街道
Pub Date : 2024-01-23 DOI: 10.1016/j.jcmr.2024.100015
Uijeong Hwang , Ilsu Kim , Subhrajit Guhathakurta , Pascal Van Hentenryck

This study compares two different strategies for connecting bike networks – traditional design-based and algorithm-supported – to investigate how their results differ along metrics such as proportion of bike lanes along simulated routes and the resulting cycling stress. The objective is to find optimal strategies for connecting isolated existing cycling infrastructure to form complete networks that improve both active mobility and public transit ridership. By aligning the bike network with transit and activity locations, this research develops an algorithmic framework for generating a skeleton of multimodal networks best suited to become "complete streets." The network generated through an algorithm is compared with a proposed traditionally designed network to determine their relative network performance. The findings suggest that a judicious combination of traditionally designed, and algorithm-supported networks offer better cycling infrastructure than either strategy alone. In addition, algorithms can also be developed to indicate the potential for street segments to be complete streets.

本研究比较了两种不同的自行车网络连接策略--基于传统设计的策略和算法支持的策略,以研究它们在模拟路线上的自行车道比例和由此产生的骑行压力等指标上的结果有何不同。研究的目的是找到最佳策略,将孤立的现有自行车基础设施连接起来,形成完整的网络,从而提高主动流动性和公共交通的客流量。通过将自行车网络与公交和活动地点相结合,本研究开发了一种算法框架,用于生成最适合成为 "完整街道 "的多式联运网络骨架。通过算法生成的网络与建议的传统设计网络进行比较,以确定它们的相对网络性能。研究结果表明,将传统设计的网络和算法支持的网络明智地结合起来,能提供比单独使用其中一种策略更好的自行车基础设施。此外,还可以开发算法来显示街道路段成为完整街道的潜力。
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引用次数: 0
Automated detection of bicycle helmets using deep learning 利用深度学习自动检测自行车头盔
Pub Date : 2024-01-18 DOI: 10.1016/j.jcmr.2024.100013
Felix Wilhelm Siebert , Christoffer Riis , Kira Hyldekær Janstrup , Hanhe Lin , Jakob Kristensen , Oguzhan Gül , Frederik Boe Hüttel

Bicycle helmets are a main measure for injury prevention in case of a crash and are a central variable in transport safety studies. Despite this, helmet use data is only collected sporadically, as the observation of helmet use in traffic by human observers is costly and time-consuming. An automated method for the accurate registration of bicycle helmet use would enable the broad and precise registration of cyclists’ helmet use. In this paper, we develop and test a computer vision-based detection method that can be applied to traffic video data. We record bicycle traffic at two observation sites in Copenhagen, Denmark, and annotate a dataset of 4000 cyclists, registering their helmet use. We then train a state-of-the-art object detection algorithm on the detection of cyclists and helmet use. The developed model has good accuracy in registering active cyclists. For helmet use registration on the test data set, there was an underestimation of 0.52% (algorithm registered helmet use: 50.23%; actual helmet use: 50.75%). Cross-testing the algorithm, i.e., training on one observation site and applying it to another, results in a larger underestimation of bicycle helmet use between 5.28% and 6.31%. Finally, we apply the algorithm to a week of video data from two Copenhagen sites, identifying commuting-related peaks of cyclists and registering helmet use differences between the observation sites. This study shows that computer vision algorithms are a feasible method for the automated detection of bicycle helmet use. Further research needs to be conducted to make the site transfer more robust and to increase accuracy levels.

自行车头盔是预防车祸伤害的主要措施,也是交通安全研究的核心变量。尽管如此,头盔使用数据只是零星收集,因为由人工观察员观察交通中的头盔使用情况既费钱又费时。一种准确登记自行车头盔使用情况的自动化方法可以广泛而准确地登记骑车人的头盔使用情况。在本文中,我们开发并测试了一种可应用于交通视频数据的基于计算机视觉的检测方法。我们在丹麦哥本哈根的两个观测点记录自行车交通情况,并对 4000 名骑车人的数据集进行注释,登记他们的头盔使用情况。然后,我们对最先进的物体检测算法进行了训练,以检测骑车人和头盔的使用情况。所开发的模型在登记活跃的骑车人方面具有良好的准确性。对于测试数据集上的头盔使用登记,低估了 0.52%(算法登记的头盔使用率:50.23%;实际头盔使用率:50.75%)。交叉测试算法,即在一个观测点上进行训练,然后将其应用于另一个观测点,结果是自行车头盔使用率的低估幅度更大,介于 5.28% 和 6.31% 之间。最后,我们将该算法应用于哥本哈根两个地点一周的视频数据,识别了与通勤相关的骑车人高峰,并记录了观察地点之间的头盔使用差异。这项研究表明,计算机视觉算法是自动检测自行车头盔使用情况的可行方法。还需要开展进一步的研究,以提高站点转移的稳健性和准确性。
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引用次数: 0
There’s no such thing as cycle traffic: A critical discourse analysis of public opposition to pro-cycle planning 根本就没有自行车交通:对公众反对支持自行车规划的批判性话语分析
Pub Date : 2024-01-14 DOI: 10.1016/j.jcmr.2024.100014
Robert Egan , Brian Caulfield

Across a variety of low-cycling contexts, there are ambitious targets to reduce private car use and increase cycling to decarbonise everyday mobility practices. A component of many plans to achieve this modal shift is through active travel measures that redistribute rights to space, access or speed in a way that may prioritise cycling over driving. However, public opposition to proposals that might reduce the relative accessibility of driving can limit the possibility and scope of redistributive active travel measures, thereby preventing timely climate action and broader transport system change. In this study, we explored public opposition to a major redistributive active travel scheme proposed in the electoral county of Dún Laoghaire-Rathdown, located within the Dublin Metropolitan Area of Ireland, to examine more broadly how car-based automobility is politically sustained in this unique context. We focused our analysis on 150 public consultation submissions using Faircloughian Critical Discourse Analysis. In this paper, we present several major properties of an oppositional ‘technical discourse of transport planning’, that is normatively car-centric: ‘traffic’ as car-based (im)mobility, roads as ‘traffic’ spaces, ‘traffic’ as an immutable substance, and traffic demand-led planning. We interrogate the historical origins of this discourse in the context of Ireland and consider its effects on planning practices in relation to reproducing car-based automobility. Lastly, we conclude with recommendations that can form part of a counter-discourse that is more compatible with transport decarbonisation targets: wording cycle mobility as ‘cycle traffic’, construing redistributive cycleways as spaces of ‘traffic conversion’ rather than ‘traffic diversion’, and saliently outlining a principle of vision-led planning in redistributive active travel measures, amidst prevailing assumptions that transport planning ought to continue as a primarily ‘demand-led’ practice.

在各种低自行车使用率的环境中,都有减少私家车使用和增加自行车使用的宏伟目标,以实现日常交通行为的低碳化。在许多计划中,实现这种交通模式转变的一个组成部分是采取积极的出行措施,重新分配空间、通道或速度的权利,使骑自行车优先于开车。然而,如果公众反对可能降低驾驶相对可及性的建议,就会限制重新分配积极出行措施的可能性和范围,从而阻碍及时的气候行动和更广泛的交通系统变革。在本研究中,我们探讨了公众对爱尔兰都柏林都会区邓莱里-拉思当选举郡提出的一项大型再分配式积极出行计划的反对意见,以更广泛地研究在这种独特的背景下,以汽车为基础的自动驾驶是如何在政治上得以维持的。我们采用费尔克拉夫批判性话语分析法,重点分析了 150 份公众咨询意见书。在本文中,我们介绍了以汽车为中心的对立 "交通规划技术话语 "的几个主要特性:"交通 "是以汽车为基础的(非)流动性,道路是 "交通 "空间,"交通 "是永恒不变的物质,以及交通需求主导规划。我们以爱尔兰为背景,探究了这一论述的历史渊源,并考虑了其对规划实践的影响,即再现以汽车为基础的机动性。最后,我们提出了一些建议,这些建议可以成为更符合交通脱碳目标的反话语的一部分:将自行车交通称为 "自行车交通",将重新分配的自行车道解释为 "交通转换 "空间而非 "交通分流 "空间,在交通规划应继续以 "需求为主导 "的普遍假设中,在重新分配的积极出行措施中突出强调愿景主导规划的原则。
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引用次数: 0
Traffic safety for all road users: A paired comparison study of small & mid-sized U.S. cities with high/low bicycling rates 所有道路使用者的交通安全:美国自行车骑行率高/低的中小城市配对比较研究
Pub Date : 2024-01-11 DOI: 10.1016/j.jcmr.2024.100010
Nicholas N. Ferenchak , Wesley E. Marshall

Cities with high levels of bicycling tend to be some of the safest cities for all road users. This paper investigates why this relationship exists for fourteen small and mid-sized cities across the U.S. (seven with high bicycling rates and seven paired comparison cities) using ten years of data and hierarchical negative binomial regression models. Findings confirm that higher-bicycling cities are significantly associated with better overall road safety outcomes. In terms of mode choice differences, pedestrian ‘safety in numbers’ as well as reduced driving activity had a positive impact on pedestrian safety. Results from hierarchical negative binomial regressions also suggest that more compact cities were significantly associated with better road safety outcomes for all road users. In terms of socio-demographic and socio-economic factors, the results reveal equity concerns with areas with lower incomes and more non-White residents seeing more overall road fatalities.

对所有道路使用者而言,自行车骑行率高的城市往往是最安全的城市。本文利用十年的数据和分层负二叉回归模型,研究了美国 14 个中小城市(7 个自行车骑行率高的城市和 7 个配对对比城市)存在这种关系的原因。研究结果证实,自行车骑行率高的城市与较好的整体道路安全结果有显著关联。就模式选择差异而言,行人 "人数上的安全 "以及驾驶活动的减少对行人安全产生了积极影响。分层负二叉回归的结果也表明,城市越紧凑,所有道路使用者的道路安全状况就越好。在社会人口和社会经济因素方面,研究结果表明,收入较低和非白人居民较多的地区道路死亡事故总数较多,这与公平有关。
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引用次数: 0
Planning for bicycle parking: Predicting demand using stated preference and count data 规划自行车停车场:利用陈述偏好和计数数据预测需求
Pub Date : 2024-01-09 DOI: 10.1016/j.jcmr.2024.100011
David Kohlrautz, Tobias Kuhnimhof

Predicting bicycle parking demand is critical to optimizing parking facilities and thereby promoting cycling. Unfortunately, previous studies have not considered facility type and location when predicting bicycle parking demand, which is critical to meeting user needs, especially in scenarios with multiple parking options, such as on university campuses, as in our case study. The paper presents a predictive model for bicycle parking demand using a synthetic population derived from building space utilization data, a mobility survey, parking facility data, and results from a stated preference experiment on bicycle parking preferences. We evaluate the model’s quality using count data from 2022 and 2023 and the influence of including facility types (front wheel racks, u-racks, bicycle parking stations) and whether they are covered. We also analyze the influence of beeline-based distances to reach a facility and to get from the facility to the destination and examine how to weigh them.

Incorporating facility types and coverage substantially improves the model’s predictive accuracy, but only if the model’s sensitivity to walking distances between facilities and buildings is increased. This suggests that stated preference experiments on bicycle parking choice behavior may underestimate cyclists’ sensitivity to walking distances. In contrast, accounting for cycling detours to reach a facility does not contribute to prediction quality. Thus, when cyclists have multiple parking options, it is crucial to consider walking distances for realistic predictions. Furthermore, user-centered planning requires careful consideration of parking facility attributes and the specific preferences of target cyclist groups when determining the size and location of parking facilities.

预测自行车停车需求对于优化停车设施从而促进自行车运动至关重要。遗憾的是,以往的研究在预测自行车停车需求时并未考虑设施类型和位置,而这对于满足用户需求至关重要,尤其是在有多种停车选择的情况下,例如在我们的案例研究中的大学校园。本文介绍了一个自行车停车需求预测模型,该模型使用了从建筑空间利用率数据、流动性调查、停车设施数据和自行车停车偏好实验结果中得出的合成人口。我们利用 2022 年和 2023 年的计数数据评估了模型的质量,并评估了包括设施类型(前轮架、U 型架、自行车停车站)和是否有覆盖的影响。我们还分析了到达设施和从设施到达目的地的距离的影响,并研究了如何权衡这些影响。纳入设施类型和覆盖范围大大提高了模型的预测准确性,但前提是提高模型对设施和建筑物之间步行距离的敏感度。这表明,关于自行车停车选择行为的陈述偏好实验可能低估了骑车人对步行距离的敏感性。与此相反,考虑骑车绕道到达设施的情况并不会提高预测质量。因此,当自行车骑行者有多种停车选择时,考虑步行距离对于做出切合实际的预测至关重要。此外,以用户为中心的规划要求在确定停车设施的大小和位置时,仔细考虑停车设施的属性和目标骑车群体的具体偏好。
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引用次数: 0
Understanding socio-demographic factors associated with shared-use-paths (SUPs) utilization 了解与共用路径(SUP)使用相关的社会人口因素
Pub Date : 2024-01-04 DOI: 10.1016/j.jcmr.2024.100012
Boniphace Kutela , Frank Ngeni , Norris Novat , Hellen Shita , Mark Ngotonie , Rafael John Mwekh’iga , Neema Langa , Subasish Das

Shared Use Paths (SUPs) are becoming very popular in North America due to the current initiatives that promote active travel. SUPs can accommodate different types of users, including pedestrians, bicyclists, scooterists, and skateboarders. Although the interest in SUPs continues to increase, relatively less research has been performed on their utilization, especially using revealed preferences. Therefore, this study utilizes the survey data collected from Edmonton, Canada, between June 12th to 19th 2018 to explore the likelihood of utilizing the SUPs and the associated frequency of use. Results indicate that not all variables associated with the likelihood of utilization are also associated with the frequency of use. Specifically, higher levels of education influence the likelihood of SUP utilization, while the higher frequency of SUP usage is influenced by the secondary modes of transportation. On the other hand, as the age increases, the likelihood and frequency of SUP usage decreases. Further, households with higher income are associated with a higher likelihood of SUP utilization, male residents are likely to use the SUPs more frequently compared to their female counterparts. Other variations are also observed for home ownership and whether the resident resides in a downtown area. The application of the findings to the city planners and active travel initiatives have been provided to improve the planning and installation/construction of the SUPs facilities.

由于当前提倡积极出行的倡议,共用路径(SUP)在北美正变得非常流行。共用路径可容纳不同类型的用户,包括行人、自行车骑行者、滑板车骑行者和滑板爱好者。虽然人们对 SUPs 的兴趣不断增加,但对其使用情况的研究却相对较少,特别是利用揭示的偏好进行研究。因此,本研究利用 2018 年 6 月 12 日至 19 日期间在加拿大埃德蒙顿收集的调查数据,探讨使用 SUP 的可能性以及相关的使用频率。结果表明,并非所有与使用可能性相关的变量都与使用频率相关。具体来说,教育水平越高,使用 SUP 的可能性越大,而使用 SUP 的频率越高,则受第二种交通方式的影响。另一方面,随着年龄的增长,使用 SUP 的可能性和频率都会降低。此外,收入越高的家庭使用 SUP 的可能性越大,男性居民使用 SUP 的频率可能高于女性居民。在房屋所有权和居民是否居住在市中心地区方面也观察到其他差异。研究结果对城市规划者和积极出行倡议的应用,为改善自动人行道设施的规划和安装/建设提供了参考。
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引用次数: 0
E-cycling intention versus behavioral change: Investigating longitudinal changes in e-cycling intention and actual behavior change in daily commuting 电子骑行意向与行为变化:调查日常通勤中电动自行车意向和实际行为变化的纵向变化
Pub Date : 2023-12-29 DOI: 10.1016/j.jcmr.2023.100009
Joost de Kruijf , Dea van Lierop , Dick Ettema , Maarten Kroesen , Martin Dijst

By offering the opportunity to make longer trips at a lower level of physical activity, the e-bike provides a promising alternative to car use. Despite all advantages (e-)cycling brings to urban accessibility, the environment, physical and mental health, not all car commuters regard the e-bike as a suitable alternative yet in their daily activity patterns. This study reports on changes in behavioral intention and actual e-cycling brought about by an e-cycling incentive program in the province of Noord-Brabant, the Netherlands. The impact of the program on behavioral intention and the actual change to e-cycling were analyzed based on a longitudinal three-wave survey design on past, intended, and actual commuting behavior. To explore the changes in behavioral intentional, the differences between intention and actual behavior and the factors influencing them, descriptive and ordinal logistic regression analyses were conducted. To explore the dynamics between e-cycling intentions and behavior a longitudinal structural equation model was developed. In general, this study shows that the incentive program has a positive impact on participants’ behavioral change to e-cycling during the incentive program. Results show that two-third of the participants actually use the e-bike as much as they intended at the start of the program. People who were used to taking the conventional bicycle to work before the stimulation program, are more consistent between their intention and behavior. Results also show that personal beliefs, habits, and goal-related variables do not influence the intention–behavior consistency.

电动自行车提供了以较低的体力活动量进行较长时间出行的机会,为汽车出行提供了一种很有前途的替代方式。尽管(电动)自行车为城市交通、环境、身心健康带来了种种好处,但并非所有汽车乘客都将电动自行车视为日常活动模式中的合适替代品。本研究报告介绍了荷兰诺德-布拉班特省的一项电动自行车激励计划在行为意向和实际电动自行车骑行方面带来的变化。通过对过去、预期和实际通勤行为进行三波纵向调查,分析了该计划对行为意向的影响以及对电子自行车的实际改变。为了探究行为意向的变化、意向与实际行为之间的差异以及影响因素,我们进行了描述性和顺序逻辑回归分析。为了探究电子骑行意向与行为之间的动态关系,我们建立了一个纵向结构方程模型。总体而言,本研究表明,在激励计划期间,激励计划对参与者的电子循环行为改变有积极影响。结果显示,有三分之二的参与者实际使用电动自行车的次数达到了他们在项目开始时的预期。在参加激励计划之前习惯于骑传统自行车上班的人,他们的意向和行为更加一致。结果还显示,个人信念、习惯和目标相关变量不会影响意向与行为的一致性。
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引用次数: 0
期刊
Journal of Cycling and Micromobility Research
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