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Quality assessment of OpenStreetMap data using trajectory mining

机译:使用轨迹挖掘对OpenStreetMap数据进行质量评估

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摘要

OpenStreetMap (OSM) data are widely used but their reliability is still variable.Many contributors to OSM have not been trained in geography or surveying and consequently their contributions,including geometry and attribute data inserts,deletions,and updates,can be inaccurate,incomplete,inconsistent,or vague.There are some mechanisms and applications dedicated to discovering bugs and errors in OSM data.Such systems can remove errors through user-checks and applying predefined rules but they need an extra control process to check the real-world validity of suspected errors and bugs.This paper focuses on finding bugs and errors based on patterns and rules extracted from the tracking data of users.The underlying idea is that certain characteristics of user trajectories are directly linked to the type of feature.Using such rules,some sets of potential bugs and errors can be identified and stored for further investigations.
机译:OpenStreetMap(OSM)数据得到了广泛使用,但其可靠性仍然存在差异。许多OSM贡献者尚未经过地理或勘测方面的培训,因此其贡献(包括几何和属性数据的插入,删除和更新)可能不准确,不完整,有一些机制和应用程序专用于发现OSM数据中的错误和错误。此类系统可以通过用户检查和应用预定义的规则来消除错误,但是它们需要额外的控制过程来检查可疑对象的真实性。错误和错误。本文着重于根据从用户跟踪数据中提取的模式和规则来查找错误和错误。其基本思想是,用户轨迹的某些特征直接与要素的类型相关联。可以识别并存储潜在的错误和错误,以供进一步研究。

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  • 作者单位

    The Nottingham Geospatial Institute, The University of Nottingham, Nottingham, UK;

    The Nottingham Geospatial Institute, The University of Nottingham, Nottingham, UK;

    Ordnance Survey, Southampton, UK;

    The Nottingham Geospatial Institute, The University of Nottingham, Nottingham, UK;

    The School of Computer Science, The University of Nottingham, Nottingham, UK;

    Institute of Cartography and Geoinformatics(IKG), Leibniz Universit(a)t,Hannover, Germany;

    Department of Computer Science, Maynooth University, Maynooth, Ireland;

    The Nottingham Geospatial Institute, The University of Nottingham, Nottingham, UK;

    Faculty of Civil and Environmental Engineering, The Technion-Israel Institute of Technology, Haifa, Israel;

  • 收录信息 中国科学引文数据库(CSCD);
  • 原文格式 PDF
  • 正文语种 eng
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