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一种多元台风时间序列的相似性度量方法
引用本文:黄冬梅,郑霞,赵丹枫,王丽琳. 一种多元台风时间序列的相似性度量方法[J]. 计算机应用研究, 2019, 36(3)
作者姓名:黄冬梅  郑霞  赵丹枫  王丽琳
作者单位:上海海洋大学信息学院,上海,201306;国家海洋局东海预报中心,上海,200129
基金项目:国家科学自然科学基金资助项目(41671431);上海市科委地方高校能力建设项目(15590501900);国家重点研发计划资助项目(2016YFC1401907(子课题7)
摘    要:台风相似性度量方法的研究对防灾减灾、辅助决策等具有重要意义。目前,台风相似性的研究大多集中在台风路径的相似性度量上。首先,梳理影响台风相似性度量的多个要素,提出了基于多元时间序列的台风数据描述方法;其次,提出了台风时间序列完整性、一致性评估与修复方法;最后,针对台风时间序列的不等长问题,设计了一种基于主成分分析和动态时间弯曲距离的相似性度量方法。通过实验验证,该方法能够实现台风相似性的有效度量。

关 键 词:相似性度量  多元时间序列  完整性  一致性  权值计算  动态时间弯曲
收稿时间:2017-09-05
修稿时间:2019-01-30

Similarity measure method of multiple typhoon time series
HuangDongmei,ZhengXi,ZhaoDanfeng and WangLilin. Similarity measure method of multiple typhoon time series[J]. Application Research of Computers, 2019, 36(3)
Authors:HuangDongmei  ZhengXi  ZhaoDanfeng  WangLilin
Affiliation:Shanghai Ocean University,,,
Abstract:The research on similarity measure of typhoon is significant to disaster prevention and auxiliary decision-making. At present, the similarity researches on typhoon mostly focus on the path. First, this paper combed the elements of similarity measure of typhoon and using multivariate time series to describe the typhoon due to the space-time and multi-factor characteristics of it. Second, it gave one method to measure and repair integrity and consistency of typhoon time series. Finally, in the view of unequal length of typhoon time series, this paper designed a method of similarity measure based on Principal Component Analysis and weighted dynamic time warping distance. Through the experiment, this method can realize effective similarity measure of typhoon.
Keywords:similarity measure  multiple time series  integrity  consistency  weight calculation  dynamic time warping
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