Symbolic diffusion entropy rate of chaotic time series as a surrogate measure for the largest Lyapunov exponent

被引:5
|
作者
Shiozawa, Kota [1 ]
Miyano, Takaya [1 ]
机构
[1] Ritsumeikan Univ, Dept Mech Engn, 1-1-1 Noji Higashi, Kusatsu, Shiga 5258577, Japan
关键词
INFORMATION;
D O I
10.1103/PhysRevE.100.032221
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
Existing methods for estimating the largest Lyapunov exponent from a time series rely on the rate of separation of initially nearby trajectories reconstructed from the time series in phase space. According to Ueda, chaotic dynamical behavior is viewed as a manifestation of random transitions between unstable periodic orbits in a chaotic attractor, which are triggered by perturbations due to experimental observation or the roundoff error characteristic of the computing machine, and consequently consists of a sequence of piecewise deterministic processes instead of an entirely deterministic process. Chaotic trajectories might have no physical reality. Here, we propose a mathematical method for estimating a surrogate measure for the largest Lyapunov exponent on the basis of the random diffusion of the symbols generated from a time series in a chaotic attractor, without resorting to initially nearby trajectories. We apply the proposed method to numerical time series generated by chaotic flow models and verify its validity.
引用
收藏
页数:6
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