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Visualization system for human mobility analysis

机译:人类流动性分析的可视化系统

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摘要

City-scale events, such as festivals, sport events, concerts gather thousands of people in different areas of a city. By installing large area Wi-Fi routers which record the presence of people using devices such as smartphones and tables, the density and the movements of the crowds can be estimated and classified. Analysis of crowd data collected during such events leads to valuable insights and feedback both for the parties involved and for city planners and advertisers. In this paper we present a analysis and visualization system for improved understanding of density and movement information. We discuss real datasets constraints, data clean-up techniques and methods for estimating and classifying the crowd movements. These methods are implemented inside a framework that allows easy integration and analysis of mobility datasets. As proof of concept we present the analysis of a real dataset collected during a city-scale experiment in Arnhem, the Netherlands.
机译:城市规模的活动,如节日,体育赛事,音乐会在城市的不同地区聚集成千上万的人。通过安装大面积的Wi-Fi路由器,可以使用智能手机和表等设备,估计和分类人群的密度和移动的人员录制了人们的存在。在此类事件中收集的人群数据导致有价值的见解和反馈,各方以及城市规划者和广告商。在本文中,我们提出了一种分析和可视化系统,以改善密度和移动信息的理解。我们讨论真实数据集限制,数据清理技术和用于估算和分类人群运动的方法。这些方法在框架内实现,允许轻松集成和分析移动数据集。作为概念证明,我们展示了在荷兰Arnhem城市规模实验期间收集的真实数据集的分析。

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