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Big data analytics in smart mobility: Modeling and analysis of the Aarhus smart city dataset

机译:智能交通中的大数据分析:奥胡斯智能城市数据集的建模和分析

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摘要

A smart city is a modern and visionary approach for a city to provide intelligent and smart urban services by using information and communication technologies (ICT). The Internet of Things (IoT), emerging through intelligent networking and sensing technologies, is seen as the data-driven enabler for smart cities with current and future infrastructures. The Open Data Aarhus datasets have been created from sensor data in the city Aarhus in Denmark. This paper presents how big data technologies in the context of smart cities are used to implement a framework with a prototype R Shiny application to analyze road traffic and pollution data to make a step towards smart mobility. The main objective of the approach is the calculation and visualization of the least polluted route from a chosen start to an end point by applying an algorithm utilizing the MapReduce framework running on a Hadoop cluster.
机译:智慧城市是城市通过使用信息和通信技术(ICT)提供智能和智慧城市服务的一种现代而有远见的方法。通过智能网络和传感技术出现的物联网(IoT)被视为具有当前和未来基础设施的智能城市的数据驱动的促成因素。 Open Data Aarhus数据集是根据丹麦奥胡斯市的传感器数据创建的。本文介绍了如何在智能城市的背景下使用大数据技术来实现带有原型R Shiny应用程序的框架,以分析道路交通和污染数据,从而迈向智能交通。该方法的主要目标是通过应用算法,该算法利用在Hadoop集群上运行的MapReduce框架,计算并可视化从选定起点到终点的污染最小的路线。

著录项

  • 来源
  • 会议地点 St. Petersburg(RU)
  • 作者单位

    University of Siegen Institute of Knowledge Based Systems and Knowledge Management, Department of Electrical Engineering and Computer Science, Germany;

    University of Siegen Institute of Knowledge Based Systems and Knowledge Management, Department of Electrical Engineering and Computer Science, Germany;

    University of Siegen Institute of Knowledge Based Systems and Knowledge Management, Department of Electrical Engineering and Computer Science, Germany;

    University of Siegen Institute of Knowledge Based Systems and Knowledge Management, Department of Electrical Engineering and Computer Science, Germany;

    University of Siegen Institute of Knowledge Based Systems and Knowledge Management, Department of Electrical Engineering and Computer Science, Germany;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Roads; Pollution; Smart cities; Task analysis; Big Data; Meteorology;

    机译:道路;污染;智慧城市;任务分析;大数据;气象学;;

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