东北大学学报:自然科学版 ›› 2017, Vol. 38 ›› Issue (7): 918-922.DOI: 10.12068/j.issn.1005-3026.2017.07.002

• 信息与控制 • 上一篇    下一篇

基于排序树索引的轨迹压缩方法

林树宽, 张培鹤, 刘晓强, 乔建忠   

  1. (东北大学 计算机科学与工程学院, 辽宁 沈阳110169)
  • 收稿日期:2017-01-19 修回日期:2017-01-19 出版日期:2017-07-15 发布日期:2017-07-07
  • 通讯作者: 林树宽
  • 作者简介:林树宽(1966-),女,吉林长春人,东北大学教授; 乔建忠(1964-),男,辽宁兴城人,东北大学教授,博士生导师.
  • 基金资助:
    国家自然科学基金资助项目(61272177).

Trajectory Compression Method Based on Sort Tree Index

LIN Shu-kuan, ZHANG Pei-he, LIU Xiao-qiang, QIAO Jian-zhong   

  1. School of Computer Science & Engineering, Northeastern University, Shenyang 110169, China.
  • Received:2017-01-19 Revised:2017-01-19 Online:2017-07-15 Published:2017-07-07
  • Contact: ZHANG Pei-he
  • About author:-
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摘要: 原始采集的GPS轨迹数据通常非常庞大,导致对其的传输、存储和处理变得越来越困难,需要对原始GPS轨迹数据进行压缩.现有的基于方向的轨迹压缩方法存在可容忍误差难以确定、计算代价大、压缩效果较差等问题.针对这些问题,提出了基于排序树索引的轨迹压缩方法,借助于排序树索引,在轨迹压缩的过程中进行有效的剪枝,提高了轨迹压缩的效率.同时,对压缩轨迹中轨迹点的去留起决定作用的指标——线段误差进行了重新定义,提高了轨迹压缩的效果.大量真实数据集上的实验验证了所提的轨迹压缩方法的有效性和高效性.

关键词: 轨迹压缩, 排序树索引, 轨迹线段, 线段误差, 压缩轨迹误差

Abstract: Raw GPS trajectories are usually long and the data volume is large. The transmission, storage and processing of trajectory data are becoming more and more difficult. So, raw GPS trajectories data need to be compressed. However, those problems still exist in the current DPTC (direction-preserving trajectory compression) methods, such as that error tolerance is difficult to determine, computation cost is high, and compression effect is bad. For these problems, the trajectory compression method based on sort tree index was proposed. With the help of the sort tree index, effective pruning in the trajectory compression process improved the efficiency of trajectory compression. Meanwhile, the segment error was redefined, which played a decisive role in determining whether a trajectory point is preserved in the compressed trajectory or not, and the compression effect was enhanced. The extensive experimental results on real data sets show the effectiveness and efficiency of the proposed method.

Key words: trajectory compression, sort tree index, trajectory segment, segment error, compressed trajectory error

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