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基于概率密度分布型变化的突变检测新途径

成海英 何文平 何涛 吴琼

物理学报2012,Vol.61Issue(3):540-546,7.
物理学报2012,Vol.61Issue(3):540-546,7.

基于概率密度分布型变化的突变检测新途径

A new approach to abrupt change detection based on change of probability density distribution

成海英 1何文平 2何涛 3吴琼4

作者信息

  • 1. 盐城工学院基础教学部,盐城224051
  • 2. 国家气候中心,北京100081
  • 3. 济南市环境监测中心站,济南250014
  • 4. 国家卫星气象中心,北京100081
  • 折叠

摘要

Abstract

For a stable dynamic system,probability density distribution(PDD) of a system variable is relatively stable,and if there is a change in dynamic structure of a system,the PDD of the system variable will have some change correspondingly.According to this characteristic of PDD of a dynamic system,in this paper we present two new methods,namely,skewness index and kurtosis index,to detect an abrupt change in a time series by means of identifying some small changes in PDD.Tests on model time series indicate that skewness index and kurtosis index can be used to identify an abrupt change,such as abrupt change in parameter of an equation and abrupt dynamic change.Thus,we provide a new approach to detecting abrupt change in time series based on PDD.Further studies show that the detected results of the skewness index and kurtosis index are almost independence of the length of a subseries.

关键词

偏度系数/峰度系数/概率密度分布/突变检测

Key words

coefficient of skewness/coefficient of kurtosis/probability density distribution/abrupt change detection

分类

数理科学

引用本文复制引用

成海英,何文平,何涛,吴琼..基于概率密度分布型变化的突变检测新途径[J].物理学报,2012,61(3):540-546,7.

基金项目

国家自然科学基金 ()

公益性行业(气象)科研专项(批准号:GYHY201106015 GYHY201106016)资助的课题 ()

物理学报

OA北大核心CSCDCSTPCDSCI

1000-3290

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