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A road network modeling method for map matching on lightweight mobile devices

机译:在轻量级移动设备上进行地图匹配的路网建模方法

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摘要

With proliferation of lightweight mobile devices such as mobile phones and explosion of location-based social networking services, there is a growing demand for matching between geographic locations and road networks on mobile devices. Nonetheless, existing methods for map matching only focus on accuracy and/or efficiency improvement, whereas they seldom take into account the capacity for storing map data and energy consumption during the matching process. This paper presents a method that is specifically designed for lightweight mobile devices with limited storage and computing resources, thereby providing an effective solution for map matching on mobile and embedded environments. Extensive experiments were carried out to compare proposed method against traditional approaches. The results indicate that our method can cut down the storage cost for road networks by 75 % compared to traditional methods, with only 3–5 % extra running time, which demonstrates the practical usefulness and superiority of our proposal in real-world mobile applications.
机译:随着诸如电话之类的轻型移动设备的激增以及基于位置的社交网络服务的爆炸式增长,在移动设备上的地理位置和道路网络之间进行匹配的需求日益增长。尽管如此,现有的地图匹配方法仅着眼于准确性和/或效率提高,而很少考虑匹配过程中存储地图数据的容量和能耗。本文提出了一种专门为存储和计算资源有限的轻量级移动设备设计的方法,从而为移动和嵌入式环境中的地图匹配提供了有效的解决方案。进行了广泛的实验,以比较所提出的方法与传统方法。结果表明,与传统方法相比,我们的方法可以将道路网络的存储成本降低75%,而额外的运行时间仅为3-5%,这证明了我们的建议在实际移动应用中的实用性和优越性。

著录项

  • 来源
    《Distributed and Parallel Databases》 |2015年第2期|145-164|共20页
  • 作者单位

    Beijing Institute of Technology">(1);

    Beijing Engineering Research Center of Massive Language Information Processing and Cloud Computing Application">(4);

    Institute of Software Chinese Academy of Science">(2);

    The University of Queensland">(3);

    Institute of Software Chinese Academy of Science">(2);

    Beijing Institute of Technology">(1);

    Beijing Engineering Research Center of Massive Language Information Processing and Cloud Computing Application">(4);

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Map matching; Map modeling; Lightweight mobile device;

    机译:地图匹配;地图建模;轻巧的移动设备;

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