Understanding the relationship between complicated crossings and frequently visited locations – a case study with boro taxis in Manhattan

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2019-03-26 DOI:10.1080/17489725.2019.1588406
A. Keler, J. Krisp
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引用次数: 1

Abstract

ABSTRACT Urban mobility has complex patterns and principles. Data of moving entities on the underlying transportation infrastructure can help understanding those complex patterns and principles. Therefore, we need static infrastructural information and knowledge on spatio-temporal movement patterns of public transport services and of various vehicle fleets. We focus on inspecting data partitions of individual taxi movement acquisitions in New York City (NYC), together with OpenStreetMap (OSM) data extracts, for gaining more knowledge about the complex daily mobility patterns in NYC. We select trip information of tracked boro taxi drivers, who are restricted to pick up customers at the airports and the southern part of Manhattan. By computing with taxi customer drop-off positions, we define drop-off clusters as the customer destination hotspots of selected Saturdays in June 2015. These hotspots are then related to the OSM road network, in particular to its derivatives: complicated crossings. By comparing with a previous assumption of detecting ‘fast leaving’ behaviour within the restricted zone, we receive characteristic matching results: only few destination hotspots appear at complicated crossings. Nearly all the matching intersections have nearby situated pedestrian zones and many are associated with previous construction measures. Finally, we reason on the usefulness of the proposed method.
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了解复杂的十字路口和经常光顾的地点之间的关系——以曼哈顿博罗出租车为例
摘要城市流动具有复杂的模式和原则。基础交通基础设施上移动实体的数据可以帮助理解这些复杂的模式和原理。因此,我们需要关于公共交通服务和各种车队的时空运动模式的静态基础设施信息和知识。我们专注于检查纽约市(NYC)个人出租车出行采集的数据分区,以及OpenStreetMap(OSM)数据提取,以获得更多关于纽约市复杂日常出行模式的知识。我们选择被追踪的博罗出租车司机的行程信息,他们被限制在机场和曼哈顿南部接客户。通过计算出租车客户还车位置,我们将还车集群定义为2015年6月选定周六的客户目的地热点。然后,这些热点与OSM道路网络有关,特别是其衍生物:复杂的交叉口。通过与之前检测禁区内“快速离开”行为的假设进行比较,我们得到了特征匹配结果:只有少数目的地热点出现在复杂的十字路口。几乎所有匹配的十字路口都有附近的步行区,许多都与之前的施工措施有关。最后,我们对所提出的方法的有用性进行了论证。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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