利用DTW在网格空间中测量弹道距离

Yushun Wang, Peng Lei, Hanhai Zhou, Xiaoping Wang, Min Ma, Xiaoyun Chen
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引用次数: 10

摘要

随着科学技术的发展,我们已经收集了大量的轨迹数据。从这些数据中获取有用的模式是轨迹数据挖掘的一个重要方向。为了找到这些模型,可能需要对运动物体的轨迹进行良好的距离测量。在本文中,我们提出了一种新的距离测量方法——基于网格的DTW (GDTW)。将轨迹转换成连续的网格单元,然后通过动态时间扭曲(DTW)测量得到距离。该方法可以更有效地测量两个轨迹之间的距离。实验结果表明了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using DTW to measure trajectory distance in grid space
With the development of science and technology, we have collected a lot of trajectory data. Obtaining useful pattern from these data is an important direction of the trajectory data mining. In order to find these models, a good distance measurement between trajectories of moving object may be necessary. In this paper, we propose a new method of distance measurement, the Grid-Based DTW (GDTW). The trajectory will be converted into continuous grid cell, then get the distance by Dynamic Time Warping (DTW) measurement. This method can more effectively measure the distance of two trajectory. Experiment results show the effectiveness of our proposed means.
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