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The use of crowdsourced mobile data in estimating pedestrian and bicycle traffic: A systematic review 使用众包移动数据估算行人和自行车流量:系统回顾
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-02-01 DOI: 10.5198/jtlu.2024.2315
Tao Tao, Greg Lindsey, Raphael Stern, Michael Levin
To address the need for better non-motorized traffic data, policymakers and researchers are collaborating to develop new approaches and methods for estimating pedestrian and bicyclist traffic volumes. Crowdsourced mobile data, which has higher spatial and temporal coverage and lower collection costs than data collected through traditional approaches, may help improve pedestrian and bicyclist traffic estimation despite their limitations or biases. This systemic literature review documents how researchers have used crowdsourced mobile data to estimate pedestrian and bicyclist traffic volumes. We find that one source of commercial fitness application data (i.e., Strava) has been used much more frequently than other crowdsourced mobile data, and that most studies have used crowdsourced mobile data to estimate bicyclist volumes. Comparatively few studies have estimated pedestrian volumes. The most common approach to the use of crowdsourced counts is as independent variables in direct demand models. Variables constructed from crowdsourced mobile data not only have significant correlations with observed counts in statistical models but also have larger relative importance than other factors in machine learning models. Studies also show that including crowdsourced mobile data can significantly improve estimation performance. Future research directions include application of crowdsourced mobile data in more pedestrian traffic estimations, comparison of the performance of different crowdsourced mobile data, incorporation of multiple data sources, and expansion of the methods using crowdsourced mobile data for non-motorized traffic estimation.
为了满足对更好的非机动车交通数据的需求,政策制定者和研究人员正在合作开发估算行人和自行车交通流量的新方法和新途径。与通过传统方法收集的数据相比,众包移动数据具有更高的时空覆盖率和更低的收集成本,尽管存在局限性或偏差,但可能有助于改善行人和自行车交通量估算。本系统性文献综述记录了研究人员如何利用众包移动数据估算行人和自行车交通流量。我们发现,与其他众包移动数据相比,一种商业健身应用数据源(即 Strava)的使用频率要高得多,而且大多数研究都使用众包移动数据来估算自行车流量。相对而言,估算行人数量的研究较少。使用众包计数的最常见方法是将其作为直接需求模型中的自变量。在统计模型中,由众包移动数据构建的变量不仅与观察到的计数具有显著的相关性,而且在机器学习模型中的相对重要性也高于其他因素。研究还表明,纳入众包移动数据可以显著提高估算性能。未来的研究方向包括将众包移动数据应用于更多的行人交通估算中、比较不同众包移动数据的性能、纳入多种数据源以及扩展使用众包移动数据进行非机动车交通估算的方法。
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引用次数: 0
The use of crowdsourced mobile data in estimating pedestrian and bicycle traffic: A systematic review 使用众包移动数据估算行人和自行车流量:系统回顾
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-02-01 DOI: 10.5198/jtlu.2024.2315
Tao Tao, Greg Lindsey, Raphael Stern, Michael Levin
To address the need for better non-motorized traffic data, policymakers and researchers are collaborating to develop new approaches and methods for estimating pedestrian and bicyclist traffic volumes. Crowdsourced mobile data, which has higher spatial and temporal coverage and lower collection costs than data collected through traditional approaches, may help improve pedestrian and bicyclist traffic estimation despite their limitations or biases. This systemic literature review documents how researchers have used crowdsourced mobile data to estimate pedestrian and bicyclist traffic volumes. We find that one source of commercial fitness application data (i.e., Strava) has been used much more frequently than other crowdsourced mobile data, and that most studies have used crowdsourced mobile data to estimate bicyclist volumes. Comparatively few studies have estimated pedestrian volumes. The most common approach to the use of crowdsourced counts is as independent variables in direct demand models. Variables constructed from crowdsourced mobile data not only have significant correlations with observed counts in statistical models but also have larger relative importance than other factors in machine learning models. Studies also show that including crowdsourced mobile data can significantly improve estimation performance. Future research directions include application of crowdsourced mobile data in more pedestrian traffic estimations, comparison of the performance of different crowdsourced mobile data, incorporation of multiple data sources, and expansion of the methods using crowdsourced mobile data for non-motorized traffic estimation.
为了满足对更好的非机动车交通数据的需求,政策制定者和研究人员正在合作开发估算行人和自行车交通流量的新方法和新途径。与通过传统方法收集的数据相比,众包移动数据具有更高的时空覆盖率和更低的收集成本,尽管存在局限性或偏差,但可能有助于改善行人和自行车交通量估算。本系统性文献综述记录了研究人员如何利用众包移动数据估算行人和自行车交通流量。我们发现,与其他众包移动数据相比,一种商业健身应用数据源(即 Strava)的使用频率要高得多,而且大多数研究都使用众包移动数据来估算自行车流量。相对而言,估算行人数量的研究较少。使用众包计数的最常见方法是将其作为直接需求模型中的自变量。在统计模型中,由众包移动数据构建的变量不仅与观察到的计数具有显著的相关性,而且在机器学习模型中的相对重要性也高于其他因素。研究还表明,纳入众包移动数据可以显著提高估算性能。未来的研究方向包括将众包移动数据应用于更多的行人交通估算中、比较不同众包移动数据的性能、纳入多种数据源以及扩展使用众包移动数据进行非机动车交通估算的方法。
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引用次数: 0
Comparing the application of different justice theories in equity analysis of transit projects: A case study of the Lisbon Metro Circular Line 比较不同正义理论在公交项目公平分析中的应用:里斯本地铁环线案例研究
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-01-24 DOI: 10.5198/jtlu.2024.1895
Julianno Amorim, João Abreu e Silva
Although issues of equity and accessibility have already been addressed in transportation, especially with regard to the distribution of costs and benefits, there is no consensus on which concept and metric of fairness would be most appropriate for the evaluation of transportation infrastructure proposals. Normally, a utilitarian perspective is adopted, where issues of unequal distribution of costs and benefits are not the main focus. This paper aims to incorporate the assumptions of other justice theories, namely egalitarianism, communitarianism, and Capability Approach (CA), into the equity assessment of transportation infrastructures, and by doing so, pay closer attention to those who are less advantaged or more open to social exclusion. These theories are critically reviewed considering their contribution to the assessment of equity in terms of transportation infrastructure accessibility impacts. Based on the reviewed theories, accessibility indicators are built and used to assess the equity impacts of the Lisbon Metro expansion project. The findings support the importance of adding other justice perspectives to assessing transportation projects. The CA and Maximax support a need to establish minimum or acceptable distribution standards of accessibility. However, the results from the CA are strongly dependent on the assumptions as to the maximum acceptable travel times.
虽然在交通领域,特别是在成本和收益分配方面,已经涉及到公平性和可及性的问题,但对于哪种公平性的概念和衡量标准最适合用于交通基础设施建议的评估,还没有达成共识。通常情况下,采用的是功利主义观点,成本和收益分配不均的问题并不是重点。本文旨在将其他正义理论,即平等主义、社群主义和能力法(CA)的假设纳入交通基础设施的公平评估中,并通过这样做更密切地关注那些处于不利地位或更容易受到社会排斥的人。我们对这些理论进行了严格的审查,以考虑它们对评估交通基础设施无障碍影响方面的公平性所做的贡献。根据所审查的理论,建立了无障碍指标,并用于评估里斯本地铁扩建项目的公平性影响。研究结果支持了在评估交通项目时增加其他公平视角的重要性。CA 和 Maximax 支持建立最低或可接受的无障碍分布标准的必要性。然而,CA 的结果在很大程度上取决于对可接受的最长旅行时间的假设。
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引用次数: 0
Can infrastructure, built environment, and geographic factor negate weather impact on Strava cyclists? 基础设施、建筑环境和地理因素能否抵消天气对 Strava 骑行者的影响?
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-01-19 DOI: 10.5198/jtlu.2024.2318
Hao Wu, Sunhyung Yoo, Christopher Pettit, Jinwoo Lee
Cycling participation is context-sensitive and weather condition is reportedly a significant factor. How weather affects cyclists with different demographics, trip purposes, and in the context of cycling infrastructure, built environment and geographic factors is less well understood by existing literature. This paper applies autoregressive models to explain difference in Strava cycling volume from the same hour of the previous day as a function of change in weather conditions, and day of the week; the contextual effect of cycling infrastructure, built environment and geographic factors is accounted for using interaction terms. We use Strava crowdsourced cycling data in Sydney, Australia, as a case study; commute and leisure cyclists, male and female, young and older cyclists are modeled separately. We find weather conditions have a statistically significant effect on cycling participation; rain, rainfall in the last 2 hours and wind are general deterrents to cycling. Physically separated cycling lanes reduce the adverse effect of precipitation on leisure cyclists and male cyclists but have little effect in retaining commute cyclists and female cyclists. The adverse effect of precipitation and wind on commute cycling is amplified in areas with good access to jobs, possibly due to the availability of better alternative modes of transport. Inland locations generally attenuate effects of windy conditions, except for young adults. This paper sheds light on factors attenuating adverse weather effects on cycling participation and provides useful guidance for future cycling infrastructure.
据报道,自行车运动的参与是受环境影响的,而天气状况是一个重要因素。现有文献对天气如何影响不同人口结构、不同出行目的以及不同自行车基础设施、建筑环境和地理因素的自行车骑行者了解较少。本文采用自回归模型来解释 Strava 单车流量与前一天同一小时的差异,并将其作为天气条件变化和星期的函数;使用交互项来考虑自行车基础设施、建筑环境和地理因素的背景影响。我们使用澳大利亚悉尼的 Strava 众包骑行数据作为案例研究;通勤和休闲骑行者、男性和女性、年轻和年长骑行者分别建模。我们发现,天气条件对骑车参与率有显著的统计学影响;下雨、过去 2 小时内降雨和刮风是骑车的普遍阻碍因素。物理隔离的自行车道减少了降水对休闲骑车者和男性骑车者的不利影响,但对保留通勤骑车者和女性骑车者的影响不大。在交通便利的地区,降水和大风对通勤骑车的不利影响更大,这可能是由于有更好的替代交通方式。内陆地区一般会减弱大风天气的影响,但年轻人除外。本文揭示了减弱不利天气对骑自行车出行影响的因素,并为未来的自行车基础设施建设提供了有益的指导。
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引用次数: 0
Access-based land value appreciation for assessing project benefits 用于评估项目效益的基于获取途径的土地价值评估
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2023-12-28 DOI: 10.5198/jtlu.2023.2297
Yadi Wang, David Levinson
The traditional mobility-oriented travel-time saving benefit assessment method has been repeatedly questioned for numerous intrinsic flaws, motivating the search for alternative benefit assessment approaches. Although a wealth of literature confirms the capitalization effect of access benefits induced by transport improvements to land or real estate value, the access-based land value uplift method hasn’t yet been widely recognized and employed as an official tool assisting transport decision-making. The present paper collects 136 empirical studies and aims to disentangle the obstacles hindering the promotion of the access-based assessment method by systematically reviewing methodological design, the access metrics used, and the target real estate sub-markets or land use types upon which access benefits are quantified. First, it was found that almost half of the sampled studies just investigated the general effects of transport operation on real estate prices without incorporating sufficient temporal and locational considerations, thereby failing to isolate project-specific incremental impacts. Second, while the hedonic pricing model remains the most popular model, a trend towards embracing more advanced modelling techniques such as spatial lag, spatial error, and Difference-in-Differences (DID) models to control for bias caused by spatial dependence has been observed. Third, Euclidean distance and distance buffer rings are the most widely used operational measures of access. Primal access measures covering the number of opportunities available at a destination and travel impedance are recommended. Last, over 86% of sampled empirical studies target the residential real estate market. The lack of non-residential land uses in the literature presents a significant research gap that should be addressed.
传统的以流动性为导向的旅行时间节约效益评估方法因其固有的诸多缺陷而屡遭质疑,这促使人们开始寻找其他效益评估方法。尽管大量文献证实了交通改善所带来的通行效益对土地或房地产价值的资本化效应,但基于通行的土地价值提升方法尚未得到广泛认可,也未被作为辅助交通决策的官方工具加以使用。本文收集了 136 项实证研究,旨在通过系统回顾方法设计、所使用的交通指标以及量化交通效益的目标房地产子市场或土地利用类型,来厘清阻碍推广基于交通的评估方法的障碍。首先,我们发现几乎一半的抽样研究只是调查了交通运行对房地产价格的一般影响,而没有充分考虑时间和地点因素,因此未能分离出具体项目的增量影响。其次,虽然对冲定价模型仍是最流行的模型,但已出现了采用更先进的建模技术的趋势,如空间滞后、空间误差和差分模型(DID),以控制空间依赖性造成的偏差。第三,欧几里得距离和缓冲环距离是最广泛使用的通达性操作指标。建议采用涵盖目的地可用机会数量和旅行障碍的最基本的可达性测量方法。最后,超过 86% 的抽样实证研究以住宅房地产市场为目标。文献中缺乏对非住宅用地的研究,这是一个重大的研究空白,应予以填补。
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引用次数: 0
Revealing social dimensions of urban mobility with big data: A timely dialogue 利用大数据揭示城市交通的社会层面:及时对话
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2023-11-20 DOI: 10.5198/jtlu.2023.2281
Jiangyue Wu, Jiangping Zhou
Considered a total social phenomenon, mobility is at the center of intricate social dynamics in cities and serves as a reading lens to understand the whole society. With the advent of big data, the potential for using mobility as a key social analyzer was unleashed in the past decade. The purpose of this research is to systematically review the evolution of big data's role in revealing social dimensions of urban mobility and discuss how they have contributed to various research domains from early 2010s to now. Six major research topics are detected from the selected online academic corpuses by conducting keywords-driven topic modeling techniques, reflecting diverse research interests in networked mobilities, human dynamics in spaces, event modeling, spatial underpinnings, travel behaviors and mobility patterns, and sociodemographic heterogeneity. The six topics reveal a comprehensive, research-interests, evolution pattern, and present current trends on using big data to uncover social dimensions of human mobility activities. Given these observations, we contend that big data has two contributions to revealing social dimensions of urban mobility: as an efficiency advancement and as an equity lens. Furthermore, the possible limitations and potential opportunities of big data applications in the existing scholarship are discussed. The review is intended to serve as a timely retrospective of societal-focused mobility studies, as well as a starting point for various stakeholders to collectively contribute to a desirable future in terms of mobility.
流动被视为一种全面的社会现象,是城市中错综复杂的社会动态的中心,也是了解整个社会的阅读透镜。随着大数据时代的到来,过去十年间,将流动性作为重要社会分析工具的潜力得到了释放。本研究旨在系统回顾大数据在揭示城市流动性的社会维度方面的作用演变,并讨论从 2010 年代初至今大数据如何促进了各个研究领域的发展。通过关键词驱动的主题建模技术,从所选在线学术语料库中发现了六大研究主题,反映了网络化移动、空间中的人类动力学、事件建模、空间基础、出行行为和移动模式以及社会人口异质性等方面的不同研究兴趣。这六个主题揭示了一个全面的研究兴趣演变模式,并呈现了当前利用大数据揭示人类流动活动的社会维度的趋势。鉴于这些观察结果,我们认为大数据在揭示城市交通的社会维度方面有两个贡献:一是作为效率的进步,二是作为公平的视角。此外,我们还讨论了大数据应用在现有学术研究中可能存在的局限性和潜在机遇。本综述旨在及时回顾以社会为重点的流动性研究,并为各利益相关方提供一个起点,以便共同为流动性方面的理想未来做出贡献。
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引用次数: 0
Exploring practices for facilitating integrated strategic land use and transport planning in the Nordic countries 探索北欧国家促进土地利用和交通综合战略规划的做法
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2023-11-16 DOI: 10.5198/jtlu.2023.2350
Sofia Eckersten, B. Balfors
Drawing on examples from the Nordic countries, this article aims to explore the practical application of strategic policy and planning instruments and approaches that facilitate the integration of land use and transport planning and promote sustainable policy measures through collaboration among stakeholders across various governance levels. This research applies a qualitative research design including literature research, interviews, and workshops involving practitioners from the five Nordic countries. In this paper, we present an overview of the planning structure in the Nordic countries, including institutions that govern land use and transport planning. We identify different approaches to bridge the gap between land use and transport planning, such as the Finger Plan in Denmark, MAL in Finland, Concept Studies in Norway, and Strategic Choice of Measures in Sweden. Many of the examples employ informal collaborative approaches among authorities to form a shared vision and seek consensus on a combination of policy measures and actions. The paper examines collaborative approaches in relation to regulatory planning and discusses the role of these processes in advancing integrated land use and transport planning and fostering sustainable urban development.
本文以北欧国家的实例为基础,旨在探讨战略政策和规划工具及方法的实际应用,这些工具和方法有助于整合土地利用和交通规划,并通过各治理层面利益相关者之间的合作促进可持续政策措施的实施。本研究采用了定性研究设计,包括文献研究、访谈和由北欧五国从业人员参与的研讨会。本文概述了北欧国家的规划结构,包括管理土地利用和交通规划的机构。我们确定了弥合土地利用和交通规划之间差距的不同方法,如丹麦的 "手指计划"、芬兰的 "MAL"、挪威的 "概念研究 "和瑞典的 "战略措施选择"。许多例子都采用了当局之间的非正式合作方式,以形成共同愿景,并就政策措施和行动的组合寻求共识。本文探讨了与监管规划有关的合作方法,并讨论了这些过程在推进综合土地利用和交通规划以及促进可持续城市发展方面的作用。
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引用次数: 0
Does rail transit access affect firm dynamics? Analysis of firm births and closures in Maryland, USA 轨道交通是否影响企业动态?美国马里兰州企业出生和倒闭案例分析
4区 工程技术 Q1 Social Sciences Pub Date : 2023-11-07 DOI: 10.5198/jtlu.2023.2343
Basheer Saeed, Hiroyuki Iseki
Firm birth and firm closure are two interrelated dynamics relevant to measuring economic growth, yet most studies focus on firm birth only. Public transportation infrastructure may facilitate firm birth, but it may also avert firm closure through improved accessibility that can consequently lead to increased local density hence agglomeration economies. This study analyzes firm births and firm closures using the National Establishment Time Series (NETS) panel data from Maryland from 1991 to 2009. By examining both birth and closure patterns, this study estimates the likelihood of firm retention for areas in proximity to passenger rail stations of multiple levels of maturity, while controlling for a number of potentially confounding factors.Positive and statistically significant relationships are found between proximity to the passenger rail stations and the rates of firm births in Maryland, regardless of differences in the level of maturity of stations. From 1991 to 2009, areas within close proximity to passenger rail stations in Maryland experienced a wide range of rates of growth in firm density, depending on the year of station opening. The results suggest that well after the introduction of rail stations, areas near passenger rail stations gain belated economic benefits shown by higher likelihood of firm retention around the mature rail stations opened before 1990. In comparison, areas near the less mature stations that opened after 1990 had predominantly lower likelihood of firm retention. Planners and policymakers should be proactive in directing development near rail stations by adopting a variety of measures and policies that support or are at least consistent with transit-oriented development (TOD).
企业诞生和企业关闭是衡量经济增长的两个相互关联的动态,但大多数研究只关注企业诞生。公共交通基础设施可能促进企业的诞生,但它也可能通过改善可达性来避免企业倒闭,从而导致当地密度的增加,从而形成集聚经济。本研究使用1991年至2009年马里兰州的国家建立时间序列(NETS)面板数据分析了企业的诞生和倒闭。通过检查出生和关闭模式,本研究估计了在多个成熟水平的客运火车站附近地区企业保留的可能性,同时控制了一些潜在的混杂因素。无论车站成熟程度的差异如何,在马里兰州,客运火车站的邻近程度与公司出生率之间存在显著的正相关关系。从1991年到2009年,马里兰州客运火车站附近的地区,根据车站开放的年份,企业密度的增长率变化很大。结果表明,在1990年以前建成的成熟车站周围,铁路客运站附近地区的企业留存率较高,在铁路客运站建成后较长一段时间内获得了滞后的经济效益。相比之下,在1990年以后开放的不太成熟的电台附近地区,公司保留的可能性主要较低。规划者和决策者应该积极主动地指导火车站附近的开发,采取各种支持或至少与公交导向开发(TOD)相一致的措施和政策。
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引用次数: 0
Incorporating diminishing returns to opportunities in access: Development of an open-source walkability index based on multi-activity accessibility 结合访问机会的递减回报:基于多活动可达性的开源步行指数的开发
4区 工程技术 Q1 Social Sciences Pub Date : 2023-10-23 DOI: 10.5198/jtlu.2023.2308
Josephine Roper, Matthew Ng, Christopher Pettit
In this paper, we argue for an explicit decoupling of “walkability” and “walking behavior” and for the advantages of a definition of walkability based on access. This provides impetus for a new approach to constructing and using walkability indices, combining accessibility theory with a goal of comprehensiveness and communicability. Diminishing returns-to-opportunities can be used to map the infinite origin-destination gravity potential space to a finite scale thus creating an easily communicable metric, or metrics. In addition, this method can be applied to any mode and applied to multiple destination types singly or combined. Application of this theoretical approach is demonstrated through the creation of a novel comprehensive open-source transport walking potential index, WalkTHERE. A 0-100 scale is used to represent the percentage of people’s total needs potentially accessible by walking. The index is applied to eight Australian and two European cities, and the specific data considerations and parameters chosen are described. Significant disparity is shown in walking access between different destinations within cities, and in walking access between cities. Walking access to recreational opportunities is highest, followed by education and shopping, with very little employment access for most residents. Avenues for expansion and further validation are discussed.
在本文中,我们论证了“步行性”和“步行行为”的明确解耦,以及基于可达性的步行性定义的优势。这为构建和使用可达性指标提供了新的思路,将可达性理论与综合性和通达性目标相结合。机会收益递减可以用来将无限的起点-目的地重力势空间映射到有限的尺度,从而创建一个或多个易于传递的度量。此外,该方法可以应用于任何模式,也可以单独或组合应用于多个目的地类型。这一理论方法的应用是通过创建一个新颖的综合开源运输步行潜力指数WalkTHERE来证明的。从0到100的范围用来表示人们总需求中可能通过步行达到的百分比。该指数应用于澳大利亚的8个城市和欧洲的2个城市,并描述了具体的数据考虑和选择的参数。城市内不同目的地间、城市间步行通道存在显著差异。步行可获得的娱乐机会最多,其次是教育和购物,大多数居民几乎没有就业机会。讨论了扩展和进一步验证的途径。
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引用次数: 0
A review of the housing market-clearing process in integrated land-use and transport models 审查综合土地使用和运输模式的住房市场清理过程
4区 工程技术 Q1 Social Sciences Pub Date : 2023-10-03 DOI: 10.5198/jtlu.2023.2268
Yicong Liu, Eric J. Miller, Khandker Nurul Habib
The land-use/transport interaction (LUTI) modeling framework has become the current state of best practice for analyzing the interdependency between the land-use and transportation systems. This paper presents a comprehensive review of the housing market-clearing mechanisms used in operational LUTI models. Market clearing is a critical component of modeling housing markets, but a systematic review and critique of the current state of the art have not previously been undertaken. In the review paper, the theoretical foundations for modeling household location choice are reviewed, including bid-rent and random utility theories. Five LUTI models are discussed in detail: two equilibrium models, MUSSA and RELU-TRAN, and three dynamic disequilibrium models, UrbanSim, ILUTE, and SimMobility. The discussion focuses on the following key points: the assumptions embedded in the models, the aggregation level of households and locations, computational cost and operationalization of the models. One of the challenges is that there are rarely any empirical studies that compare the performance of equilibrium and dynamic models in the same study context. Future research is recommended to empirically investigate the pros and cons of the two modeling approaches and compare the model performances for their representativeness of real-world behavior, computational efficiencies, and abilities for policy analysis. More sophisticated studies about the impacts of agents’ behavior on the housing market-clearing process are also recommended.
土地利用/交通交互作用(LUTI)建模框架已成为当前分析土地利用与交通系统相互依赖关系的最佳实践。本文对可操作的LUTI模型中使用的住房市场出清机制进行了全面的回顾。市场出清是住房市场建模的一个关键组成部分,但对当前技术状况的系统审查和批评以前没有进行过。本文综述了家庭区位选择建模的理论基础,包括竞价租金理论和随机效用理论。详细讨论了五个LUTI模型:两个均衡模型MUSSA和RELU-TRAN,以及三个动态非均衡模型UrbanSim, ILUTE和SimMobility。讨论的重点是:模型中嵌入的假设、家庭和地点的聚集水平、计算成本和模型的可操作性。挑战之一是很少有实证研究比较均衡模型和动态模型在同一研究背景下的表现。未来的研究建议对这两种建模方法的优缺点进行实证研究,并比较模型对现实世界行为的代表性、计算效率和政策分析能力。还建议进行更复杂的研究,研究代理人的行为对房地产市场出清过程的影响。
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引用次数: 0
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Journal of Transport and Land Use
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