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Spatial parameters for transportation: A multi-modal approach for modelling the urban spatial structure using deep learning and remote sensing 交通空间参数:基于深度学习和遥感的多模式城市空间结构建模方法
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-07-05 DOI: 10.5198/JTLU.2021.1855
Dorothee Stiller, M. Wurm, Thomas Stark, P. d’Angelo, Karsten Stebner, S. Dech, H. Taubenböck
A significant increase in global urban population affects the efficiency of urban transportation systems. Remarkable urban growth rates are observed in developing or newly industrialized countries where researchers, planners, and authorities face scarcity of relevant official data or geo-data. In this study, we explore remote sensing and open geo-data as alternative sources to generate missing data for transportation models in urban planning and research. We propose a multi-modal approach capable of assessing three essential parameters of the urban spatial structure: buildings, land use, and intra-urban population distribution. Therefore, we first create a very high-resolution (VHR) 3D city model for estimating the building floors. Second, we add detailed land-use information retrieved from OpenStreetMap (OSM). Third, we test and evaluate five experiments to estimate population at a single building level. In our experimental set-up for the mega-city of Santiago de Chile, we find that the multi-modal approach allows generating missing data for transportation independently from official data for any area across the globe. Beyond that, we find the high-level 3D city model is the most accurate for determining population on small scales, and thus evaluate that the integration of land use is an inevitable step to obtain fine-scale intra-urban population distribution.
全球城市人口的显著增长影响着城市交通系统的效率。在发展中国家或新兴工业化国家,研究人员、规划者和当局面临相关官方数据或地理数据匮乏的问题,可以观察到显著的城市增长率。在这项研究中,我们探索遥感和开放地理数据作为替代来源,为城市规划和研究中的交通模型生成缺失数据。我们提出了一种能够评估城市空间结构三个基本参数的多模式方法:建筑、土地利用和城市内部人口分布。因此,我们首先创建了一个非常高分辨率(VHR)的3D城市模型,用于估计建筑楼层。其次,我们添加了从OpenStreetMap(OSM)中检索到的详细土地使用信息。第三,我们测试和评估了五个实验,以估计单个建筑水平上的人口。在我们为智利特大城市圣地亚哥进行的实验中,我们发现,多模式方法可以独立于全球任何地区的官方数据生成缺失的交通数据。除此之外,我们发现高水平的三维城市模型对于小规模人口的确定是最准确的,因此评估土地利用的整合是获得精细规模城市内人口分布的必然步骤。
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引用次数: 5
How does neighborhood walkability affect obesity? The mediating role of commute mode 社区步行能力如何影响肥胖?通勤模式的中介作用
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-06-30 DOI: 10.5198/jtlu.2021.1948
Wenyue Yang, Xin Zhen, Suhong Zhou
The walkability of a neighborhood is closely related to residents’ travel behavior and daily life and, ultimately, their health and wellbeing. Although existing studies in this area have reached some enlightening conclusions, few of them have considered residents’ travel attitudes and preferences, or the mediating role of commute mode. Do travel attitudes and preferences matter in the relationship between neighborhood walkability and residents being obese? How does commute mode work as a mediator? To answer these questions, based on the 2019 travel survey data in Guangzhou, this paper uses the Multilevel Linear Model (MLM) to examine the association between neighborhood walkability and residents’ body mass index (BMI). Furthermore, the Mediation Model is used to identify the mediating role of commute mode in the relationship between walkability and BMI. The results show that (1) travel attitudes and preferences do affect the individual’s BMI through the mediator of commute mode. (2) After controlling the individual socio-demographics and travel attitudes and preferences, neighborhood walkability has a significant negative effect on BMI. Meanwhile, walkability has a significant positive effect on the use of non-private motorized commute modes. Non-private motorized commute modes have a significant negative effect on BMI. (3) The mediating effect of commute mode in the relationship of neighborhood walkability with the individual’s BMI is significant. The proportion of mediation is 32.90%. Insights into the relationship between neighborhood walkability, commute mode, and individual BMI highlight the importance of walkable neighborhoods that encourage people to use healthy commute modes.
社区的可步行性与居民的出行行为和日常生活密切相关,最终与他们的健康和福祉密切相关。尽管现有的这方面的研究已经得出了一些有启发性的结论,但很少有研究考虑到居民的出行态度和偏好,或者通勤模式的中介作用。出行态度和偏好在社区可步行性和居民肥胖之间的关系中重要吗?通勤模式如何作为中介发挥作用?为了回答这些问题,本文基于2019年广州市的出行调查数据,使用多层线性模型(MLM)来检验社区可步行性与居民体重指数(BMI)之间的关系。此外,中介模型还用于确定通勤模式在步行能力和BMI之间关系中的中介作用。研究结果表明:(1)旅行态度和偏好确实通过通勤模式的中介影响个体的BMI。(2) 在控制了个人社会人口统计、旅行态度和偏好后,社区步行能力对BMI有显著的负面影响。同时,可步行性对非私人机动通勤模式的使用具有显著的积极影响。非私人机动通勤模式对BMI有显著的负面影响。(3) 通勤模式在社区步行能力与个体BMI关系中的中介作用是显著的。调解的比例为32.90%。对社区可步行性、通勤模式和个人BMI之间关系的深入研究突显了可步行社区的重要性,鼓励人们使用健康的通勤模式。
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引用次数: 1
Modeling household relocation choice: An egalitarian bargaining approach and a comparative study 家庭迁移选择模型:一种平等的讨价还价方法和比较研究
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-06-20 DOI: 10.5198/jtlu.2021.1733
Mingzhu Yao, Donggen Wang
Accompanying the rapid urban expansion and fast population growth is a progressive trend of residential relocation in developing countries, which necessitates a thorough understanding of households’ relocation decisions. Previous studies generally treated home relocation as an individual or unitary household decision, ignoring the interactive and collaborative decision-making mechanisms that household members may adopt when making group decisions. In view of this research gap, this study examines the feasibility of applying the egalitarian bargaining approach to simulating households’ group decisions concerning residential relocation and further compares its performance with the Nash bargaining and the conventional utilitarian approach. Moreover, the study experiments with the possibility of accommodating three possible group decision-making mechanisms using the latent class modeling framework. The proposed modeling approaches are applied to an empirical case study in Beijing. Results show that models based on the egalitarian and Nash bargaining principles have better model fits than the utilitarian principle, suggesting the importance of considering egalitarianism when modeling household members’ collaborative choice on residential relocation. Moreover, the model based on Nash bargaining has the best model fit, indicating that instead of merely seeking egalitarianism or utilitarianism, household members are more likely to strike a balance between fairness and efficiency.
在发展中国家,伴随着城市的快速扩张和人口的快速增长,住宅迁移是一个渐进的趋势,这就需要对家庭迁移决策进行深入的了解。以往的研究一般将家庭搬迁视为个体或单一的家庭决策,忽略了家庭成员在进行群体决策时可能采用的互动和协作决策机制。针对这一研究缺口,本研究探讨了应用平等议价方法模拟家庭群体搬迁决策的可行性,并进一步将其与纳什议价和传统功利主义方法的表现进行了比较。此外,本研究还利用潜在类别建模框架对三种可能的群体决策机制进行了可行性实验。并以北京市为例进行了实证研究。结果表明,基于平均主义和纳什议价原则的模型比基于功利主义原则的模型具有更好的模型拟合性,这表明在建立家庭成员合作搬迁选择模型时考虑平均主义的重要性。此外,基于纳什议价的模型具有最佳的模型拟合性,这表明家庭成员不只是追求平均主义或功利主义,而是更有可能在公平与效率之间取得平衡。
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引用次数: 4
Parking and competition for space in urban neighborhoods: Residents’ perceptions of traffic and parking-related conflicts 城市社区的停车和空间竞争:居民对交通和停车相关冲突的看法
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-06-08 DOI: 10.5198/JTLU.2021.1870
F. Kirschner
The infrastructure for parking and parked cars themselves (e.g., parked cars blocking bike lanes and sidewalks or the visibility range) can lead to conflicts for pedestrians and cyclists. The perception of conflicts could discourage walking and cycling in neighborhoods and undermine municipalities’ efforts to provide more sustainable urban mobility. The aim of this study was therefore to analyze the effect of on-street car parking in urban neighborhoods on perceived parking and traffic-related conflicts. In addition, it examines in what way the intention to reduce one’s car use influences the perception of the conflicts (Stage Model of Self-Regulated Behavior Change (SSBC)). A household survey was conducted in the inner-city neighborhood of Frankfurt-Bornheim, Germany (N=1027). The residents most often observed the conflicts in which parked cars impeded walking and cycling as well as situations in which pedestrians felt threatened by cyclists biking on the sidewalk. Results from multiple linear regression models revealed that the influencing factors for the perception of conflicts were the use of different means of transportation and the intention to change one’s behavior (SSBC model) to reduce car use rather than car ownership. In addition, a resident’s age and household structure seemed to affect awareness of conflicts in which pedestrians and cyclists were involved. The results suggest a group-serving bias, meaning that the residents mostly observed those conflicts that they did not cause. A separate infrastructure for pedestrians and cyclists could help prevent most of the conflicts described in this study.
停车和停放汽车的基础设施本身(例如,停放的汽车阻塞了自行车道和人行道或能见度范围)可能导致行人和骑自行车的人发生冲突。对冲突的感知可能会阻碍在社区步行和骑自行车,并破坏市政当局为提供更可持续的城市交通所做的努力。因此,本研究的目的是分析城市社区路边停车对感知停车和交通相关冲突的影响。此外,它还研究了减少汽车使用的意图如何影响对冲突的感知(自我调节行为改变阶段模型(SSBC))。在德国法兰克福-博恩海姆市中心附近进行了一项家庭调查(N=1027)。居民们最常看到的是停放的汽车阻碍步行和骑自行车的冲突,以及行人感到受到在人行道上骑自行车的人的威胁的情况。多元线性回归模型的结果显示,影响冲突感知的因素是使用不同的交通工具和改变行为的意愿(SSBC模型),以减少汽车的使用,而不是汽车的拥有。此外,居民的年龄和家庭结构似乎会影响对行人和骑自行车的人所涉及的冲突的认识。结果显示了一种群体服务偏见,这意味着居民大多观察到那些不是他们引起的冲突。为行人和骑自行车的人提供单独的基础设施可以帮助防止本研究中描述的大多数冲突。
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引用次数: 1
Evaluation of the land value-added benefit brought by urban rail transit: The case in Changsha, China 城市轨道交通土地增值效益评价——以长沙市为例
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-05-10 DOI: 10.5198/JTLU.2021.1645
Wenbin Tang, Qingbin Cui, Feilian Zhang, Hongyan Yan
Accurate evaluation of land value-added benefit brought by urban rail transit (URT) is critical for project investment decision making and value capture strategy development. Early studies have focused on the value impact strength under the assumption of the same impact range for all stations. However, the value impact range at different stations may vary owing to different accessibilities. Therefore, the present study releases this assumption and incorporates the changed impact range into the land value-added analysis. It presents a method to determine the range of land value-added impact and sample selection using the generalized transportation cost model, then spatial econometric models are further developed to estimate the impact strength. On the basis of these models, the entire value-added benefit brought by URT is evaluated. A case study of the Changsha Metro Line 2 in China is discussed to demonstrate the procedure, model, and analysis of spatial impact. The empirical analysis shows a dumbbell-shaped impact on the land value-added benefit along the transit line with a distance-dependent pattern at each station. In addition, the land value-added benefit from Changsha Metro Line 2 reached 12.099 billion USD. Lastly, two main value-added benefit capture modes are discussed, namely, land integration development and special land tax.
准确评估城市轨道交通带来的土地增值效益对项目投资决策和价值捕获战略的制定至关重要。早期的研究集中在假设所有站点的冲击范围相同的情况下的数值冲击强度上。然而,由于可及性的不同,不同车站的价值影响范围可能会有所不同。因此,本研究释放了这一假设,并将变化后的影响范围纳入土地增值分析。提出了一种利用广义运输成本模型确定土地增值影响范围和样本选择的方法,然后进一步发展了空间计量模型来估计影响强度。在这些模型的基础上,对城市轨道交通带来的整体增值效益进行了评价。以中国长沙地铁2号线为例,阐述了空间影响的程序、模型和分析。实证分析表明,各站点对沿线土地增值效益的影响呈哑铃形,且具有距离依赖性。此外,长沙地铁2号线的土地增值收益达到120.99亿美元。最后,讨论了两种主要的增值收益获取模式,即土地一体化开发和土地专项税。
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引用次数: 6
Impacts of high-speed rail development on urban land expansion and utilization intensity in China 高铁发展对中国城市土地扩张和利用强度的影响
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-05-09 DOI: 10.5198/JTLU.2021.1804
Xin Li, Xiaodong Ma
Urban land expansion (ULE) is a crucial factor for socioeconomic and environmentally sustainable development. However, nowadays, the unprecedented scale of high-speed railway (HSR) construction in China could exert an important influence on ULE. This manuscript first reveals the influence mechanism of HSR on ULE and then employs difference-in-difference (DID) models to investigate this effect based on the data of 280 prefectures and above level cities of 2001-2016. We analyze that HSR exerts a joint effect on ULE from the territorial and local levels and then affects urban land-use intensity (ULUI). HSR opening and HSR station distance both have notably positive effects on ULE, with elastic coefficients of 4.1% and 0.5%, respectively. HSR opening and HSR station distance also both exert positive effects on ULE of the central, eastern region cities and large cities of China, while for the western region and small to medium cities, they are not significant. The impact of HSR station distance on ULUI is negative with a significance level of 0.073, while the impact of HSR opening on ULUI is not significant. Lastly, relevant policy implications are proposed to alleviate urban land waste and spatial disequilibrium under the context of HSR building. This study can provide an important basis for sustainable urban land allocation.
城市用地扩张是实现社会经济和环境可持续发展的重要因素。然而,如今中国高速铁路(HSR)建设的空前规模可能对ULE产生重要影响。本文首先揭示了高铁对大学效率的影响机制,然后基于2001-2016年280个地级市及以上城市的数据,采用差分差分(DID)模型对高铁对大学效率的影响进行了研究。本文从国土和地方两个层面分析了高铁对城市土地利用强度的共同影响,进而影响城市土地利用强度。高铁开通量和高铁站位距离对ULE均有显著的正向影响,弹性系数分别为4.1%和0.5%。高铁开通和站点距离对中国中东部地区城市和大城市的ULE均有正向影响,而对西部地区和中小城市的ULE影响不显著。高铁站点距离对城市居民满意度的影响为负,显著性水平为0.073,而高铁开通对城市居民满意度的影响不显著。最后,提出了缓解高铁建设背景下城市土地浪费和空间失衡的相关政策建议。该研究可为城市土地可持续配置提供重要依据。
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引用次数: 4
Metro station inauguration, housing prices, and transportation accessibility: Tehran case study 地铁站落成、房价和交通可达性:德黑兰案例研究
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-04-25 DOI: 10.5198/JTLU.2021.1622
Yekta Yazdanifard, Hosein Joshaghani, Masoud Talebian
The opening of a new metro station, as a mode of the transportation corridor, potentially could have different effects on housing prices. We have investigated its effect on the value of residential properties around those stations, using data from large expansions of the metro network in Tehran, Iran. In the period of our study (April 2010 to December 2018), forty-five metro stations were inaugurated in Tehran. We use a difference-in-difference regression method to identify the causal effect of interest, where adjacent properties are used as the treatment group and similar but distant properties as the control group. The results indicate that, on average, the adjacent properties are affected by a 3.7 percent increase in price relative to distant properties. We also extend our study by categorizing new metro stations according to the extent of ex-ante access to other modes of public transportation such as bus rapid transit (BRT). We find 2 to 11 percent positive effect of new metro stations in regions with lower public transport, while in regions with ex-ante extensive public transportation system, we find less than 2 percent positive effect.
作为交通走廊的一种模式,新地铁站的开通可能会对房价产生不同的影响。我们利用伊朗德黑兰地铁网络大规模扩建的数据,调查了地铁对这些车站周围住宅物业价值的影响。在我们的研究期间(2010年4月至2018年12月),德黑兰有45个地铁站落成。我们使用差中差回归方法来确定感兴趣的因果效应,其中使用相邻属性作为治疗组,使用相似但距离较远的属性作为对照组。结果表明,平均而言,相对于较远的房产,邻近的房产受到3.7%的价格上涨的影响。我们还扩展了我们的研究,根据预先进入其他公共交通方式(如快速公交系统)的程度对新建地铁站进行了分类。我们发现,在公共交通较少的地区,新建地铁站的积极效应为2%至11%,而在公共交通系统预先广泛的地区,我们发现积极效应不到2%。
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引用次数: 2
Accessibility and uncertainty: An empirical analysis of option value in transport 可达性与不确定性:交通选择价值的实证分析
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-04-24 DOI: 10.5198/JTLU.2021.1783
Anders Bondemark, Erik Johansson, F. Kopsch
Are there option values for transport services? A few studies have tried to answer this question through various stated preference methods, but we do not know much about its magnitude in different contexts. In this paper, we summarize the theory on option value, present previous empirical work concerning transport, and discuss its links to accessibility. Accessibility can be seen as the end product of the transport system, and the argument we pursue is that option value is a component of accessibility. Therefore, estimations of the option value ought to be connected to the marginal accessibility change of an optional transport mode. The concept of substitutability has the potential to meet this criterion. It is the degree to which an alternative trip can replace an initially preferred trip, or, put differently, how accessibility at a location is composed. We conduct an empirical application to test whether the variation in housing transaction prices is associated with substitutability. We find that housing prices are higher where the accessibility is built up by several transport modes, given any level of total accessibility. We interpret this as households, on average, are willing to pay a risk premium to keep optional transport modes available.
是否有运输服务的选项值?一些研究试图通过各种陈述偏好方法来回答这个问题,但我们对不同背景下其大小知之甚少。本文总结了期权价值理论,介绍了以往关于交通运输的实证工作,并讨论了期权价值与可达性的联系。可访问性可以被视为运输系统的最终产品,我们所追求的论点是选项价值是可访问性的组成部分。因此,对可选值的估计应该与可选运输方式的边际可达性变化联系起来。可替代性的概念有可能满足这一标准。可达性是指一个可选择的旅行可以取代最初首选的旅行的程度,或者换句话说,一个地点的可达性是如何构成的。我们进行了实证应用,以检验住房交易价格的变化是否与可替代性有关。我们发现,考虑到总可达性的水平,当可达性由几种交通方式建立时,房价会更高。我们将此解释为,平均而言,家庭愿意支付风险溢价,以保持可选的交通方式可用。
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引用次数: 1
brief discussion on the treatment of spatial correlation in multinomial discrete models 浅谈多项式离散模型中空间相关性的处理
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-04-20 DOI: 10.5198/JTLU.2021.1848
Francisco J. Bahamonde-Birke
Spatial dependence plays a key role in all phenomena involving the geographic space, such as the social processes associated with transport and land use. Nevertheless, spatial dependence in multinomial discrete models has not received the same level of attention as have the other kinds of correlations in the discrete modeling literature, mainly due to the complexity of its treatment. This paper aims at offering a brief discussion on the different kinds of spatial correlation affecting multinomial discrete models and the different ways in which spatial correlation has been addressed in the discrete modeling literature. Furthermore, the paper offers a discussion on the advantages and limitations of the different approaches to treat spatial correlation and it also proposes a compromise solution among complexity, computational costs, and realism that can be useful in some specific situations.
空间依赖性在涉及地理空间的所有现象中发挥着关键作用,例如与交通和土地利用相关的社会过程。然而,多项式离散模型中的空间相关性并没有像离散建模文献中的其他类型的相关性那样受到同等程度的关注,主要是由于其处理的复杂性。本文旨在简要讨论影响多项式离散模型的不同类型的空间相关性,以及离散建模文献中处理空间相关性的不同方式。此外,本文还讨论了处理空间相关性的不同方法的优势和局限性,并提出了在复杂性、计算成本和现实性之间的折衷解决方案,该解决方案在某些特定情况下可能有用。
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引用次数: 1
Evaluating demand responsive transit services using a density-based trip rate metric 使用基于密度的出行率度量来评估需求响应型交通服务
IF 1.9 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2021-04-14 DOI: 10.5198/JTLU.2021.1796
Benjamin Kaufman, Abraham Leung, M. Burke
Demand responsive transit (DRT) is attracting increased attention as a means to provide public transit to low-density populations. This research aims to provide a suite of evaluation metrics with low data requirement and widespread availability, so that operators, funders, regulators, and practitioners can better evaluate the performance of DRT services. Trip numbers can be divided by a number of available variables (period, trip length, population, and density) to create a number of derived metrics. By applying these variables across three different DRT service areas in Logan City, Australia, where other key factors are held constant, one can see how different formulations lead to very different readings of DRT system performance. The results confirm the dilemma of cost efficiency versus equity in service provision in low-density environments. This paper also highlights current data limitations and calls for better data collection to facilitate the development of new evaluation methods for DRT services and a new composite metric that can be used for inter-service comparison.
需求响应式交通(DRT)作为向低密度人口提供公共交通的一种手段,正引起越来越多的关注。本研究旨在提供一套具有低数据要求和广泛可用性的评估指标,以便运营商、资助者、监管机构和从业者能够更好地评估DRT服务的性能。行程数可以除以许多可用变量(周期、行程长度、人口和密度),以创建许多派生度量。通过将这些变量应用于澳大利亚洛根市三个不同的DRT服务区,其中其他关键因素保持不变,可以看到不同的配方如何导致DRT系统性能的非常不同的读数。结果证实了低密度环境中服务提供的成本效率与公平的困境。本文还强调了当前数据的局限性,并呼吁更好地收集数据,以促进DRT服务的新评估方法和可用于服务间比较的新复合度量的发展。
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引用次数: 2
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Journal of Transport and Land Use
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