framework to generate virtual cities as sandboxes for land use-transport interaction models

IF 1.6 4区 工程技术 Q4 TRANSPORTATION
Rounaq Basu, Roberto Ponce‐Lopez, J. Ferreira
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引用次数: 3

Abstract

One of the major critiques of land use-transport interaction (LUTI) models over the ages has been their over-dependence on individualized software and context. In an effort to address some of these concerns, this study proposes a framework to construct "virtual cities" that can act as sandboxes for testing different features of a LUTI model, as well as provide the capability to compare different LUTI models. We develop an approach to translate any prototypical transportation infrastructure network into a plausible land use zoning plan and synthetic population that are suitable for spatially detailed LUTI microsimulation of the virtual city. Disaggregate units of spatial geometry, like parcels and post codes, are generated using geospatial techniques applied to the transportation network. Households and jobs are randomly sampled from an actual city, and allocated in the virtual city based on matching density gradients. Students are matched with schools and workers are matched with jobs to complete the calibration of a synthetic population for the virtual city. Following the adjustment of behavioral models to complement the reduced scale of the virtual city, we demonstrate the integration between the land use and transportation simulation components in our LUTI model, SimMobility. The benefits of faster convergence times and shorter simulation times are clearly demonstrated through this exercise. We hope that this study, and the open-source releases of the SimMobility software with the virtual city database, can accelerate experimentation with LUTI models and aid the transition from individualized LUTI models to a common shared integrated urban modeling platform.
生成虚拟城市的框架,作为土地使用-交通交互模型的沙箱
长期以来,对土地利用-运输互动(LUTI)模型的主要批评之一是它们过度依赖个性化的软件和环境。为了解决其中的一些问题,本研究提出了一个构建“虚拟城市”的框架,该框架可以充当测试LUTI模型不同特征的沙盒,并提供比较不同LUTI模型的能力。我们开发了一种方法,将任何典型的交通基础设施网络转化为合理的土地利用分区计划和合成人口,适合虚拟城市的空间详细LUTI微观模拟。空间几何图形的分解单元(如地块和邮政编码)是使用应用于交通网络的地理空间技术生成的。从实际城市中随机抽取家庭和工作,并根据匹配的密度梯度在虚拟城市中进行分配。学生与学校匹配,工人与工作匹配,以完成虚拟城市合成人口的校准。在调整行为模型以补充虚拟城市规模缩小后,我们在LUTI模型SimMobility中展示了土地利用和交通模拟组件之间的集成。更快的收敛时间和更短的模拟时间的好处通过这个练习得到了清楚的证明。我们希望这项研究,以及SimMobility软件与虚拟城市数据库的开源版本,能够加速LUTI模型的实验,并帮助从个性化的LUTI模型过渡到通用的共享集成城市建模平台。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.40
自引率
5.30%
发文量
34
审稿时长
30 weeks
期刊介绍: The Journal of Transport and Land Usepublishes original interdisciplinary papers on the interaction of transport and land use. Domains include: engineering, planning, modeling, behavior, economics, geography, regional science, sociology, architecture and design, network science, and complex systems. Papers reporting innovative methodologies, original data, and new empirical findings are especially encouraged.
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