Statistical test for dynamical nonstationarity in observed time-series data

被引:70
作者
Kennel, MB
机构
[1] Engineering Technology Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831-8088
来源
PHYSICAL REVIEW E | 1997年 / 56卷 / 01期
关键词
D O I
10.1103/PhysRevE.56.316
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Information in the time distribution of points in a state space reconstructed from observed data yields a test for ''nonstationarity.'' Framed in terms of a statistical hypothesis test, this numerical algorithm can discern whether some underlying slow changes in parameters have taken place. The method examines a fundamental object in nonlinear dynamics; the geometry of orbits in state space, with corrections to overcome difficulties in real dynamical data which cause naive statistics to fail.
引用
收藏
页码:316 / 321
页数:6
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