多异构城市数据分析、集成与可视化

Pedro Magalhães Fortini, C. Davis
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引用次数: 4

摘要

城市化的快速发展给城市规划者带来了巨大的挑战。这些挑战包括环境、能源消耗、交通和其他领域。城市环境中每天产生的大量信息可以更精确地诊断问题,并有助于设计解决方案。由于这些信息源是异构的,并且涉及大量数据,因此出现了重大的计算挑战。这项工作的目标是提出允许来自多个异构来源的城市数据集成和可视化的技术和方法,旨在创建城市数据分析工具,主要关注交通和过境。我们提出了城市交通指纹可视化,其中可以比较城市内旅行的几何形状,长度和持续时间,并可以评估私人(个人)和公共(大众)交通之间的相对效率指标。来自巴西贝洛奥里藏特和圣保罗的数据使用所提出的技术作为案例分析。结果显示,与个人出行相比,公共交通用户在每个城市不同地区为出行所付出的努力存在巨大差异。这些结果有助于解释过去几年交通用户数量急剧下降的原因,因此呼吁城市规划者制定公共政策,寻求更好的解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis, Integration and Visualization of Urban Data From Multiple Heterogeneous Sources
The rapid progress of urbanization creates great challenges for urban planners. These challenges include the environment, energy consumption, transport, and other areas. The massive amount of information generated everyday in urban environments allows more precise diagnostics of the problems and helps in the design of solutions. Since such sources of information are heterogeneous and involve a large amount of data, major computational challenges arise. The objective of this work is to propose techniques and methods that allow the integration and visualization of urban data from multiple heterogeneous sources, aiming to create tools for urban data analysis, focusing mainly on transportation and transit. We propose the Urban Transit Fingerprint visualization, in which the geometry, length and duration of travels within a city can be compared, and indicators of the relative efficiency between private (individual) and public (mass) transport can be assessed. Data from Belo Horizonte and São Paulo, Brazil, are analyzed using the proposed technique as case studies. Results show wide discrepancies in the effort a public transit user has to make for her mobility in various regions of each city, as compared with individual travel. These results help explaining the sharp drop in the number of transit users over the last years, thus calling on urban planners to devise public policies in the search for better solutions.
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