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A panel analysis of change in personal air travel behaviour in England between 2012 and 2019 对2012年至2019年英国个人航空旅行行为变化的小组分析
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-31 DOI: 10.1007/s11116-024-10571-9
Giulio Mattioli, Joachim Scheiner

Decarbonizing aviation is challenging as few scalable technological alternatives exist, and travel activity is increasing rapidly. It is thus essential to better understand the drivers of air travel behaviour. Previous cross-sectional research has identified a range of factors associated with individual air travel frequency. There is, however, a lack of longitudinal studies identifying the factors associated with change in air travel frequency on the individual level. This is in contrast with research on daily travel and car use, where ‘mobility biographies’ studies have identified the life-course factors associated with travel behaviour change. Our study contributes to filling this gap. We investigate the determinants of change in air travel frequency using data from two waves of the UK Household Longitudinal Survey (2012–2013 and 2018–2019), combined with geographical information at the neighbourhood level. With regression models, we assess the impact of changes in a wide range of factors including socio-demographic and economic situation; residential location; spatial dispersion of social networks; migration status; car ownership; and environmental attitudes. We find significant effects for several variables, including e.g., a negative effect of having children on air travel frequency, and a reduction in the number of flights in the first few years after migrating to the UK. We conclude by discussing how the findings can inform debates on: i) the impact of life-course events on travel behaviour; ii) the causal drivers of air travel frequency; iii) the drivers of air travel growth, and related implications in terms of inequality and ‘institutionalisation’ of air travel.

航空脱碳具有挑战性,因为几乎没有可扩展的技术替代方案存在,而旅行活动正在迅速增加。因此,有必要更好地了解航空旅行行为的驱动因素。之前的横断面研究已经确定了一系列与个人航空旅行频率相关的因素。然而,在个人层面上,缺乏确定与航空旅行频率变化有关的因素的纵向研究。这与日常旅行和汽车使用的研究形成对比,“流动性传记”研究已经确定了与旅行行为改变相关的生命历程因素。我们的研究有助于填补这一空白。我们利用英国家庭纵向调查(2012-2013年和2018-2019年)的两波数据,结合社区层面的地理信息,调查了航空旅行频率变化的决定因素。通过回归模型,我们评估了一系列因素变化的影响,包括社会人口和经济状况;住宅位置;社会网络的空间分散;迁移状态;汽车保有量;还有环保态度。我们发现了几个变量的显著影响,例如,有孩子对航空旅行频率的负面影响,以及移民到英国后最初几年航班数量的减少。最后,我们讨论了这些发现如何为以下方面的辩论提供依据:i)生命历程事件对旅行行为的影响;Ii)航空旅行频率的因果驱动因素;Iii)航空旅行增长的驱动因素,以及航空旅行不平等和“制度化”方面的相关影响。
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引用次数: 0
Using a dynamic spatial difference-in-differences estimator to evaluate the effect of high speed rail and tourist transit service on tourism demand 使用动态空间差分估算器评估高铁和旅游交通服务对旅游需求的影响
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-19 DOI: 10.1007/s11116-024-10576-4
Tzu-Ming Liu

This study uses the Dynamic Spatial Difference-in-Differences model (Dynamic SDID) to analyze the impact of the Taiwan High-Speed Rail (THSR) on Taiwan’s tourism demand. To control for spillover effects, the model incorporates the Taiwan Tourist Shuttle service (TSHU) as an alternative transportation option, the interactive effects between TSHU and THSR, and the spatial autocorrelation between TSHU and THSR. The analysis results indicate that controlling for spillover effects is crucial for analyzing the impact of the High-Speed Rail and tourist transit service on Tourism Demand, and the Dynamic SDID is a better analytical model for this purpose. The THSR has a significant positive impact on tourism demand, while its spatial autocorrelation effect is significantly negative. This suggests that the increase in tourist traffic brought about by THSR mainly comes from existing tourists in the surrounding areas rather than generating new tourism demand. The TSHU, on the other hand, has a negative but insignificant impact on tourism demand, but its interaction with THSR has a significant positive effect, indicating that the two services complement each other. Therefore, to enhance Taiwan’s tourism demand, the focus should still be on improving the attractiveness of tourist destinations rather than solely relying on the construction of the High-Speed Rail. Additionally, while the TSHU does not contribute significantly to the development of specific individual tourist destinations, it does facilitate regional tourism development. Therefore, selecting TSHU routes based on actual market conditions can promote the growth of the tourism industry.

本研究采用动态空间差中差模型(Dynamic SDID)分析台湾高铁对台湾旅游需求的影响。为了控制外溢效应,本模型将台湾观光班车作为替代交通选项,纳入观光班车与台海高铁的交互效应,以及台海高铁与台海高铁的空间自相关。分析结果表明,控制外溢效应是分析高铁和旅游交通服务对旅游需求影响的关键,动态SDID模型是一个较好的分析模型。台海sr对旅游需求具有显著的正向影响,而空间自相关效应为显著的负向影响。由此可见,高铁带来的旅游客流量增长主要来自于周边地区现有的游客,而不是产生新的旅游需求。另一方面,旅游服务对旅游需求的影响为负向的,但不显著,但其与THSR的交互作用具有显著的正向作用,表明两种服务相互补充。此外,虽然TSHU对个别旅游目的地的发展没有重大贡献,但它确实促进了区域旅游业的发展。因此,根据市场实际情况选择TSHU路线,可以促进旅游业的增长。
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引用次数: 0
Exploring the effects of conformity on travelers’ route choice 探索一致性对旅行者路线选择的影响
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-19 DOI: 10.1007/s11116-024-10572-8
Bojian Zhou, Shihao Li, Shaohua Cui, Min Xu

This paper investigates the impact of conformity on traveler’s route choice and evaluates the value of conformity in this context. Drawing from classic theoretical model of conformity, we analyze the factors influencing conformity in route choice. Based on this analysis, we develop an integrated choice and latent variable (ICLV) model, incorporating latent variables related to conformity, individual characteristics, as well as route-specific attributes. The model parameters are calibrated using data collected from a stated preference (SP) survey in Nanjing, China. Estimation results reveal strong correlations between conformity and travelers’ route choices. The findings of this study carry significant insights for leveraging conformity in the design of navigation software and congestion pricing strategies.

本文研究了顺应性对旅行者路线选择的影响,并评估了顺应性在这方面的价值。我们借鉴符合性的经典理论模型,分析了路线选择中影响符合性的因素。在此分析基础上,我们建立了一个综合选择和潜变量(ICLV)模型,其中包含了与一致性、个人特征以及特定路线属性相关的潜变量。我们使用在中国南京进行的陈述偏好(SP)调查收集的数据对模型参数进行了校准。估计结果显示,一致性与旅客的路线选择之间存在很强的相关性。这项研究的结果为在导航软件和拥堵定价策略的设计中利用顺应性提供了重要启示。
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引用次数: 0
Investigating passenger behaviour on the metro platform with Wi-Fi location tracking data: a case study of Singapore 利用Wi-Fi位置跟踪数据调查地铁站台上的乘客行为:以新加坡为例
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-18 DOI: 10.1007/s11116-024-10570-w
Michelle Cheung, Yan Cheng, Taku Fujiyama

Utilising the existing infrastructure in railway transit to tackle overcrowding requires more understanding of how people use spaces at stations. This study investigated passenger behaviour while waiting for a train on the platform using the data of the Wi-Fi location tracking systems. The trajectories of 129,354 devices were observed in two weeks at two MRT Circle Line stations in Singapore, which have the escalator/stair landings in different positions. A data cleaning process was proposed to overcome the drawbacks of Wi-Fi-based position data. A decomposition method was further developed to separate the walking and staying phases based on data processing. The boarding passengers’ on-platform behaviour was analysed from four aspects: the number of staying phases, the location distributions of different kinds of stays, the location distribution of in-between stays by hour and duration, and the distance and walking speed of the first walking phase. Our results suggested that many passengers (44% and 37% of passengers at the two case study stations) had multiple staying phases, meaning that they did not go directly to their final boarding points after coming to the platform but rather made stops or walkarounds before coming to boarding points. The distributions of locations of the last and in-between stays were significantly different and may influenced by the width, length and layout (such as landing locations) of stations. In addition, the walking speeds of passengers observed on the metro platform were slower than those observed on the streets. These findings indicated that some commonly used assumptions in most simulation models are not true according to the empirical observation. The obtained knowledge would deepen the understanding of the passengers’ on-platform behaviour and thus provide implications for designing railway stations and planning station operations.

要利用现有的轨道交通基础设施来解决拥挤问题,就需要更多地了解人们是如何使用车站空间的。本研究利用 Wi-Fi 定位跟踪系统的数据调查了乘客在站台候车时的行为。研究人员在新加坡两个地铁环线车站的两个星期内观察了 129,354 台设备的运行轨迹,这两个车站的自动扶梯/楼梯着陆点位置各不相同。为了克服基于 Wi-Fi 定位数据的缺点,研究人员提出了一种数据清理方法。在数据处理的基础上,进一步开发了一种分解方法,以分离行走和停留阶段。我们从四个方面分析了登机乘客在站台上的行为:停留阶段的数量、不同类型停留的位置分布、按小时和持续时间划分的中间停留的位置分布以及第一个步行阶段的距离和步行速度。我们的研究结果表明,许多乘客(两个案例研究车站中分别有 44% 和 37% 的乘客)有多个停留阶段,这意味着他们在到达站台后并没有直接前往最终上车点,而是在到达上车点之前进行了停留或绕行。最后停留和中间停留的位置分布差异很大,可能受到车站宽度、长度和布局(如着陆位置)的影响。此外,在地铁站台上观察到的乘客步行速度比在街道上观察到的要慢。这些发现表明,根据经验观察,大多数模拟模型中的一些常用假设并不正确。所获得的知识将加深对乘客在站台上行为的理解,从而为设计铁路车站和规划车站运营提供启示。
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引用次数: 0
Charging behaviour and range anxiety in long-distance EV travel: an adaptive choice design study 电动汽车长途行驶中的充电行为与里程焦虑:一项适应性选择设计研究
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-13 DOI: 10.1007/s11116-024-10561-x
Mikkel Thorhauge, Jeppe Rich, Stefan E. Mabit

This paper presents a novel adaptive stated choice experiment to capture range anxiety during long-distance travel. It is assumed that respondents have forward-looking properties allowing them to select from a set of charging alternatives along the route or postpone charging for a later (choice) stage. Data was collected among members of the Danish electric car association. Based on this data, we develop a mixed logit model that reveals several interesting findings. First, we quantify a relationship between the probability to charge and the remaining range. Secondly, we find that range anxiety, and thereby battery utilisation between recharges is indeed a heterogeneous quantity that varies among user groups. Tesla drivers and individuals below 50 years of age are less prone to range anxiety compared to other segments. Finally, the results suggest that charging at the early stages of a trip is indeed likely even when the battery level is high.

本文提出了一种新的自适应陈述选择实验来捕捉长途旅行中的距离焦虑。假设受访者具有前瞻性属性,允许他们从沿途的一组收费方案中进行选择,或者将收费推迟到稍后(选择)阶段。数据是在丹麦电动汽车协会的成员中收集的。基于这些数据,我们开发了一个混合logit模型,揭示了几个有趣的发现。首先,我们量化了充电概率与剩余续航里程之间的关系。其次,我们发现里程焦虑,从而电池利用率在充电之间确实是一个异质性的数量,在用户群体中是不同的。与其他人群相比,特斯拉司机和50岁以下的人不太容易出现里程焦虑。最后,研究结果表明,即使电池电量很高,在旅行的早期阶段充电确实是可能的。
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引用次数: 0
How historical and future weather affect bus ridership: a case study in the humid subtropical climate zone 历史和未来的天气如何影响公交乘客:在潮湿的亚热带气候地区的案例研究
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-13 DOI: 10.1007/s11116-024-10575-5
Xinling Lei, Xuewu Chen, Long Cheng, Wendong Chen

While previous studies have provided insights into the relationship between weather and ridership, how historical and future weather conditions affect bus travel behavior remains to be addressed. And the differences among advancing, current, and lagging effects, between different traveler profiles are not clear. This research aims to fill the gaps by exploring the effects of historical, current, and future weather on bus ridership at hourly scales in Dingjiazhuang, Nanjing, with a typical humid subtropical climate. More than 4 million smart card records, 4 million Global Positioning System (GPS) records, and weather measurements were used over a three-month period. Seasonal autoregressive integrated moving average (SARIMAX) time-series techniques were applied to assess the advancing, current, and lagging effects that five weather conditions, including air temperature, heat index, relative humidity, horizontal visibility, and precipitation, exert on bus ridership at two spatial scales: overall level and origin-destination (OD) pairs. The results showed significant advancing, current, and lagging negative effects of relative humidity on both weekdays and weekends. While current precipitation was negatively associated with bus ridership, the lagging effect was positive. Only significant advancing and current effects of horizontal visibility were captured. Hourly elderly travelers were more affected than younger travelers. In particular, we found that the elderly were more affected by future weather conditions, especially on weekdays. Results yield implications for policymakers to incorporate weather variation information in transit demand monition, which can support requirements for future transport models and develop decision support tools.

虽然以前的研究已经提供了关于天气和乘客之间关系的见解,但历史和未来的天气条件如何影响公共汽车出行行为仍有待解决。在不同的旅行者类型中,超前效应、当前效应和滞后效应的差异并不明显。本研究旨在通过探索历史、当前和未来天气对南京丁家庄每小时公交客流量的影响来填补这一空白,丁家庄是典型的亚热带湿润气候。超过400万张智能卡记录、400万全球定位系统(GPS)记录和三个月的天气测量数据被使用。应用季节自回归综合移动平均(SARIMAX)时间序列技术,在总体水平和始发地对两个空间尺度上评估了5种天气条件(包括气温、热指数、相对湿度、水平能见度和降水)对公交客流量的超前、当前和滞后效应。结果显示,相对湿度在工作日和周末都有显著的超前、当前和滞后的负面影响。当前降水量与公交客流量呈负相关,滞后效应为正相关。只捕获了显著的推进和当前水平能见度的影响。按小时计费的老年旅客比年轻旅客受影响更大。特别是,我们发现老年人更容易受到未来天气状况的影响,尤其是在工作日。研究结果为决策者提供了将天气变化信息纳入交通需求监测的启示,这可以支持未来交通模型的需求,并开发决策支持工具。
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引用次数: 0
Exploring the dynamics of dynamic ride-sharing: insights from a sensitivity analysis with an agent-based simulation 探索动态拼车的动态:基于代理模拟的敏感性分析的见解
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-12 DOI: 10.1007/s11116-024-10564-8
Johannes Müller, Eyad Nassar, Markus Straub, Ana Tsui Moreno

This study delves into the potential of dynamic ride-sharing (DRS) systems utilizing the agent-based simulation framework MATSim. Through a comprehensive sensitivity analysis across various scenarios, we investigate the efficacy of a newly developed dynamic ride-sharing extension and unveil key insights. Our findings underscore the pivotal role of user willingness in driving DRS utilization, emphasizing the necessity of flexible departure times to accommodate diverse user preferences. Furthermore, we advocate for the inclusion of short trips within DRS options and highlight the efficacy of incentivizing DRS drivers, albeit with caution regarding unintended consequences such as modal shifts. Despite observing an increase in Vehicle Kilometers Traveled after DRS implementation, our study elucidates the nuanced nature of this increase, particularly regarding unmatched DRS drivers. In a “maximum scenario”, we identify the utmost potential for DRS adoption, shedding light on its viability under conducive circumstances and offering valuable insights for future transportation planning and policy-making.

本研究利用基于代理的仿真框架MATSim深入探讨了动态乘车共享(DRS)系统的潜力。通过对各种场景的综合敏感性分析,我们研究了新开发的动态拼车扩展的有效性,并揭示了关键见解。我们的研究结果强调了用户意愿在推动DRS利用方面的关键作用,强调了灵活的出发时间以适应不同用户偏好的必要性。此外,我们提倡将短途旅行纳入DRS选项,并强调激励DRS驾驶员的有效性,尽管要注意模式转换等意想不到的后果。尽管观察到实施DRS后车辆行驶公里数的增加,但我们的研究阐明了这种增加的微妙性质,特别是对于不匹配的DRS驾驶员。在“最大情景”中,我们确定了采用DRS的最大潜力,揭示了其在有利环境下的可行性,并为未来的交通规划和政策制定提供了宝贵的见解。
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引用次数: 0
Older adults’ immobility: disentangling choice and constraint 老年人的不动:解开选择与约束的纠缠
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-10 DOI: 10.1007/s11116-024-10560-y
Benjamin Motte-Baumvol, Julie Pélata, Jimmy Armoogum, Olivier Bonin

Our research challenges the prevailing notion that immobility only occurs in exceptional circumstances. Our work shows instead a close link with individuals’ activity levels and constraints on their schedules. We find that retirees exhibit higher immobility levels than workers, influenced by factors such as poor health, old age, low income, lack of access to a car, or rural residency. Analyzing data from last French National Transport Survey, we use structural equation models to examine the impact of various factors on immobility. Driving and walking difficulties are significant contributors to immobility, with age being a primary explanatory factor. However, living in dense urban areas tends to reduce immobility levels across household categories. Difficulties with public transport, as such, do not trigger immobility, but they are entangled with walking difficulties. Implications for public action include targeting vulnerable populations, considering age-specific interventions for reducing car dependency, and approaching policies aimed at curbing older adults’ car use cautiously. Implementing universal design measures to enhance physical accessibility also helps to make mobility smoother and decrease perceived walking difficulties. Finally, this paper underlines the entanglement of mobility and social isolation, emphasizing the need for qualitative and quantitative research in this area.

我们的研究挑战了普遍的观念,即不动只发生在特殊情况下。相反,我们的研究表明,这与个人的活动水平和日程限制密切相关。我们发现,受健康状况不佳、年龄大、收入低、没有车或居住在农村等因素的影响,退休人员比工人表现出更高的不动水平。分析上一次法国国家交通调查的数据,我们使用结构方程模型来检验各种因素对不动性的影响。驾驶和行走困难是导致行动不便的重要因素,年龄是一个主要的解释因素。然而,居住在人口密集的城市地区往往会降低各类家庭的不流动性水平。同样,公共交通的困难并不会导致行动不便,但它们与行走困难纠缠在一起。对公共行动的启示包括针对弱势群体,考虑针对特定年龄的干预措施来减少对汽车的依赖,以及谨慎地制定旨在限制老年人使用汽车的政策。实施通用设计措施以提高物理可达性,也有助于使行动更顺畅,减少感知到的行走困难。最后,本文强调了流动性和社会隔离的纠缠,强调了在这一领域进行定性和定量研究的必要性。
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引用次数: 0
Determining the potential of international passenger rail services with applications to the European night train market 确定国际客运铁路服务在欧洲夜行列车市场的应用潜力
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-09 DOI: 10.1007/s11116-024-10565-7
Tim Rickfelder, Jörn Schönberger

Transport demand represents the essential basis in the design of public transport services. Information on this is accordingly a necessary prerequisite for the preparation of supply. In the following, a general approach is presented using the example of the European night train market, with which potentials can be derived despite little knowledge of the mobility needs of the market and demand matrices can be drawn up as a basis for economic calculations. By calculating a heuristic rule, the optimal path through a network in line planning is not exclusively a function of the edge evaluations but considers the node potentials determined this way. Transport demand represents the essential basis in the design of public transport services. Information on this is accordingly a necessary prerequisite for the preparation of supply. In the following, a general approach is presented with which potentials can be derived despite little knowledge of the mobility needs of the market. In the context of graph theory, the potential of nodes is evaluated and these are included downstream to the edge selection in form of a rucksack problem. By calculating a heuristic rule, the optimal path through a network in line planning is therefore not exclusively a function of the edge evaluations but considers the node potentials as well. Based on this demand matrices can be drawn up as a basis for economic calculations. Regarding the current debate on the expansion of night train services in Europe, this approach can be adapted to the conception of an overnight train. An overview of all night trains in Northern, Central and Western Europe in 2021 is provided for this purpose and the suitability of the approach is demonstrated using an example. It will be successful in setting up a route network from which passenger flows can be derived. However, possible adaptions that can be considered as second-best solutions are not taken into account and require further development of the approach.

交通需求是公共交通服务设计的基本依据。因此,这方面的资料是准备供应的必要先决条件。下面,以欧洲夜间列车市场为例,提出了一种一般方法,尽管对市场的流动性需求知之甚少,但可以利用这种方法得出潜力,并可以制定需求矩阵作为经济计算的基础。通过计算启发式规则,在线路规划中通过网络的最优路径不仅是边缘评估的函数,而且考虑了这种方法确定的节点势。交通需求是公共交通服务设计的基本依据。因此,这方面的资料是准备供应的必要先决条件。在下面,提出了一种一般的方法,尽管对市场的流动性需求知之甚少,但仍可以从中获得潜力。在图论的背景下,评估节点的潜力,这些节点以背包问题的形式包含在边缘选择的下游。因此,通过计算启发式规则,在线路规划中通过网络的最优路径不仅是边缘评估的函数,而且还考虑了节点的潜力。在此基础上,可以制定需求矩阵作为经济计算的基础。关于目前在欧洲扩大夜间列车服务的辩论,这种方法可以适用于夜间列车的概念。为此,本文提供了2021年北欧、中欧和西欧夜间列车的概况,并通过一个例子证明了该方法的适用性。它将成功地建立一个航线网络,由此可以获得客流。然而,可以被认为是次优解决方案的可能调整没有被考虑在内,并且需要进一步发展该方法。
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引用次数: 0
Gender differences in the dissonance between preferred and actual built environment and its implications on travel behavior: A household-level exploration in Ganyu, China 偏好环境与实际建筑环境不和谐的性别差异及其对旅行行为的影响:赣渝地区家庭层面的探索
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-12-09 DOI: 10.1007/s11116-024-10568-4
Yang Hu, Anae Sobhani, Dick Ettema

The role of attitudes in location decisions has garnered increased attention in land use-transportation interaction research. However, most research concentrates on one-location decisions at the individual level, leaving the situation regarding multiple-location decisions at the household level largely unexplored. Using household-level survey data gathered in Ganyu, China, this research examines the extent to which women and men in dual-earner households with school-age children reside and work in their preferred built environment in terms of transportation, and how this situation holds different implications for their travel behavior. Descriptive analysis showed that approximately half of the respondents in our sample do not live or work in their preferred built environment. Notably, more men than women do not live in their preferred built environment, although they tend to work in their preferred built environment. Furthermore, the distribution of travel mode shares among consonants and dissonants within different locations reveals that the choice of an active travel mode or an e-bike for commuting, both by women and men, is primarily influenced by the work location, followed by travel-related attitudes and residential location. Finally, a heterogeneous impact of the workplace built environment on travel behavior, based on travel preferences, was identified. However, such implications are only evident for women. Our findings underscore the importance of taking into account gender differences in the role of attitudes in making multiple-location decisions and the subsequent effects on travel behavior in land use-transportation policymaking.

在土地利用-交通相互作用的研究中,态度在区位决策中的作用越来越受到关注。然而,大多数研究都集中在个人层面的单地点决策上,而对家庭层面的多地点决策的情况则基本上没有进行探索。本研究利用在中国赣禺收集的家庭调查数据,从交通角度考察了有学龄儿童的双职工家庭中男女在其首选建筑环境中居住和工作的程度,以及这种情况如何对他们的旅行行为产生不同的影响。描述性分析表明,在我们的样本中,大约有一半的受访者不在他们喜欢的建筑环境中生活或工作。值得注意的是,与女性相比,更多的男性并不住在他们喜欢的建筑环境中,尽管他们倾向于在他们喜欢的建筑环境中工作。此外,在不同地点的辅音和不协和音中,出行方式的份额分布表明,女性和男性在选择主动出行方式或电动自行车上下班时,主要受工作地点的影响,其次是出行态度和居住地点。最后,基于旅行偏好,确定了工作场所建筑环境对旅行行为的异质影响。然而,这种影响只对女性明显。我们的研究结果强调了考虑性别差异在多地点决策中的作用,以及在土地使用-交通政策制定中对旅行行为的后续影响的重要性。
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引用次数: 0
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