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基于徒步旅行GPS数据的路网生成算法研究

谢晓然 赵军豪 高嵩

交通信息与安全2016,Vol.34Issue(6):83-89,7.
交通信息与安全2016,Vol.34Issue(6):83-89,7.DOI:10.3963/j.issn 1674-4861.2016.06.012

基于徒步旅行GPS数据的路网生成算法研究

An Mining Algorithm on Route Network Based On GPS Data of Hiking

谢晓然 1赵军豪 1高嵩2

作者信息

  • 1. 武汉理工大学计算机科学与技术学院 武汉430063
  • 2. 武汉理工大学智能交通系统研究中心 武汉430063
  • 折叠

摘要

Abstract

The rapid development of mobile internet technology makes it possible to collect GPS data when people are travelling.To extract trajectory information based on the GPS data quickly and accurately is very important for road planning and route selecting in scenic areas.Based on analysis on GPS data of hiking,a method to eliminate noise and redundancy is proposed.Based on it,a algorithm for mining frequent sequences to identify key paths and POI (Point of Interest) is proposed.A mining algorithm of road network based on Density Based Spatial Clustering of Application with Noise (DBSCAN) is then developed.The results show that the proposed methods improve efficiency and accuracy of the mining algorithm on road network.They can accurately generate the road network in scenic areas,and be able to achieve new traveling paths.

关键词

徒步旅行GPS轨迹/噪点剔除/DBSCAN算法/路网生成

Key words

GPS trajectories of hiking/elimination of noise/DBSCAN algorithm/mining on route network

分类

交通工程

引用本文复制引用

谢晓然,赵军豪,高嵩..基于徒步旅行GPS数据的路网生成算法研究[J].交通信息与安全,2016,34(6):83-89,7.

基金项目

国家大学生创新性实验计划项目(20151049710002)、道路交通安全公安部重点实验室开放基金(2015ZDSYSKFKT02)资助 (20151049710002)

交通信息与安全

OACSCDCSTPCD

1674-4861

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