Determination of phase-space reconstruction parameters of chaotic time series

Wei-Dong Cai; Yi-Qing Qin; Bing Ru Yang

Kybernetika (2008)

  • Volume: 44, Issue: 4, page 557-570
  • ISSN: 0023-5954

Abstract

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A new method called C-C-1 method is suggested, which can improve some drawbacks of the original C-C method. Based on the theory of period N, a new quantity S(t) for estimating the delay time window of a chaotic time series is given via direct computing a time-series quantity S(m,N,r,t), from which the delay time window can be found. The optimal delay time window is taken as the first period of the chaotic time series with a local minimum of S(t). Only the first local minimum of the average of a quantity Δ S2(t) is needed to ascertain the optimal delay time. The parameter of the C-C method - embedding dimension m - is adjusted rationally. In the new method, the estimates of the optimal delay time and the optimal delay time window are more appropriate. The robustness of the C-C-1 method reaches 40

How to cite

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Cai, Wei-Dong, Qin, Yi-Qing, and Yang, Bing Ru. "Determination of phase-space reconstruction parameters of chaotic time series." Kybernetika 44.4 (2008): 557-570. <http://eudml.org/doc/33950>.

@article{Cai2008,
abstract = {A new method called C-C-1 method is suggested, which can improve some drawbacks of the original C-C method. Based on the theory of period N, a new quantity S(t) for estimating the delay time window of a chaotic time series is given via direct computing a time-series quantity S(m,N,r,t), from which the delay time window can be found. The optimal delay time window is taken as the first period of the chaotic time series with a local minimum of S(t). Only the first local minimum of the average of a quantity Δ S2(t) is needed to ascertain the optimal delay time. The parameter of the C-C method - embedding dimension $m$ - is adjusted rationally. In the new method, the estimates of the optimal delay time and the optimal delay time window are more appropriate. The robustness of the C-C-1 method reaches 40},
author = {Cai, Wei-Dong, Qin, Yi-Qing, Yang, Bing Ru},
journal = {Kybernetika},
keywords = {phase-space reconstruction; embedding window; delay time; time series; phase-space reconstruction; embedding window; delay time; time series},
language = {eng},
number = {4},
pages = {557-570},
publisher = {Institute of Information Theory and Automation AS CR},
title = {Determination of phase-space reconstruction parameters of chaotic time series},
url = {http://eudml.org/doc/33950},
volume = {44},
year = {2008},
}

TY - JOUR
AU - Cai, Wei-Dong
AU - Qin, Yi-Qing
AU - Yang, Bing Ru
TI - Determination of phase-space reconstruction parameters of chaotic time series
JO - Kybernetika
PY - 2008
PB - Institute of Information Theory and Automation AS CR
VL - 44
IS - 4
SP - 557
EP - 570
AB - A new method called C-C-1 method is suggested, which can improve some drawbacks of the original C-C method. Based on the theory of period N, a new quantity S(t) for estimating the delay time window of a chaotic time series is given via direct computing a time-series quantity S(m,N,r,t), from which the delay time window can be found. The optimal delay time window is taken as the first period of the chaotic time series with a local minimum of S(t). Only the first local minimum of the average of a quantity Δ S2(t) is needed to ascertain the optimal delay time. The parameter of the C-C method - embedding dimension $m$ - is adjusted rationally. In the new method, the estimates of the optimal delay time and the optimal delay time window are more appropriate. The robustness of the C-C-1 method reaches 40
LA - eng
KW - phase-space reconstruction; embedding window; delay time; time series; phase-space reconstruction; embedding window; delay time; time series
UR - http://eudml.org/doc/33950
ER -

References

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  9. Takens F., On the Numerical Determination of the Dimension of an Attractor, Dynamical System and Turbulence. (Lecture Notes in Mathematics 1125.) Springer-Verlag, Berlin 1985, pp. 99–106 (1985) Zbl0561.58027MR0798084
  10. Wang Y., Xu W., The methods and performance of phase space reconstruction for the time series in Lorenz system, J. Vibration Engrg. 19 (2006), 277–282 
  11. Xiu C. B., Liu X. D., Zhang Y. H., Selection of embedding dimension and delay time in the phase space reconstruction, Trans. Beijing Institute of Technology 23 (2003), 219–224 
  12. Zhang Y., Ren C. L., The methods to confirm the dimension of re-constructed phase space, J. National University of Defense Technology 27 (2005), 101–105 

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