On the structures and quantification of recurrence plots

被引:166
作者
Gao, JB [1 ]
Cai, HQ
机构
[1] Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Dept Atmospher Sci, Los Angeles, CA 90095 USA
关键词
D O I
10.1016/S0375-9601(00)00304-2
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Recurrence plots (RPs) often have fascinating structures, especially when the embedding dimension is 1. We identify four basic patterns of a RP, namely, patterns along the main (45 degrees) diagonal, patterns along the 135 degrees diagonal, block-like structures, and square-like textures. We also study how the structures of and quantification statistics for RPs vary with the embedding parameters. By considering the distribution of the main diagonal line segments for chaotic systems, we relate some of the known statistics for the quantification of a RP to the Lyapunov exponent. This consideration enables us to introduce new ways of quantifying the diagonal line segments. Furthermore, we categorize recurrence points into two classes. A number of new quantities are identified which may be useful for the detection of nonstationarity in a time series, especially for the detection of a bifurcation sequence. A noisy transient Lorenz system is studied, to demonstrate how to identify a true bifurcation sequence, to interpret false bifurcation points, and to choose the embedding dimension. (C) 2000 Published by Elsevier Science B.V. All rights reserved.
引用
收藏
页码:75 / 87
页数:13
相关论文
共 38 条
[1]  
CASDAGLI MC, 1998, PHYS D, V108, P12
[2]  
Cover T. M., 2005, ELEM INF THEORY, DOI 10.1002/047174882X
[3]   RECURRENCE PLOTS OF DYNAMIC-SYSTEMS [J].
ECKMANN, JP ;
KAMPHORST, SO ;
RUELLE, D .
EUROPHYSICS LETTERS, 1987, 4 (09) :973-977
[4]   A nonrandom dynamic component in the synaptic noise of a central neuron [J].
Faure, P ;
Korn, H .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1997, 94 (12) :6506-6511
[5]   A new method to estimate the Kolmogorov entropy from recurrence plots: its application to neuronal signals [J].
Faure, P ;
Korn, H .
PHYSICA D, 1998, 122 (1-4) :265-279
[6]   DIRECT DYNAMICAL TEST FOR DETERMINISTIC CHAOS [J].
GAO, J ;
ZHENG, Z .
EUROPHYSICS LETTERS, 1994, 25 (07) :485-490
[7]   Effects of intrinsic spontaneous-emission noise on the nonlinear dynamics of an optically injected semiconductor laser [J].
Gao, JB ;
Hwang, SK ;
Liu, JM .
PHYSICAL REVIEW A, 1999, 59 (02) :1582-1585
[8]   DIRECT DYNAMICAL TEST FOR DETERMINISTIC CHAOS AND OPTIMAL EMBEDDING OF A CHAOTIC TIME-SERIES [J].
GAO, JB ;
ZHENG, ZM .
PHYSICAL REVIEW E, 1994, 49 (05) :3807-3814
[9]   Recurrence time statistics for chaotic systems and their applications [J].
Gao, JB .
PHYSICAL REVIEW LETTERS, 1999, 83 (16) :3178-3181
[10]   Noise-induced chaos [J].
Gao, JB ;
Chen, CC ;
Hwang, SK ;
Liu, JM .
INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 1999, 13 (28) :3283-3305