Information theory approach to determine embedding parameters for phase space. reconstruction of chaotic time series

被引:33
|
作者
Xiao, FH [1 ]
Yan, GR
Han, YH
机构
[1] Xi An Jiao Tong Univ, Sch Civil Engn & Mech, Xian 710049, Peoples R China
[2] China Acad Engn Phys, Mianyang 610003, Peoples R China
关键词
chaos; phase space reconstruction; mutual information; conditional entropy; symbolic analysis;
D O I
10.7498/aps.54.550
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We have studied the determination of delay time and embedding dimension for phase space reconstruction of chaotic time series using the information theory. We use the symbolic analysis method to compute mutual information for determining the delay time. Furthermore we also present an information theory approach to determine embedding dimension. That is, we determine the embedding dimension by considering the variation of the conditional entropy of the reconstructed vector with its dimension. Numerical simulations verify that the method is applicable for determining an appropriate embedding dimension.
引用
收藏
页码:550 / 556
页数:7
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