Phase Space Prediction Model Based on the Chaotic Attractor
LI Ke-Ping1,2 , CHEN Tian-Lun2
1 Institute of Systems Science, Northern Jiaotong University, Beijing 100044
2 Department of Physics, Nankai University, Tianjin 300071
Phase Space Prediction Model Based on the Chaotic Attractor
LI Ke-Ping1,2 ;CHEN Tian-Lun2
1 Institute of Systems Science, Northern Jiaotong University, Beijing 100044
2 Department of Physics, Nankai University, Tianjin 300071
关键词 :
05.45.+b
Abstract : A new prediction technique is proposed for chaotic time series. The usefulness of the technique is that it removes some false neighbouring points which are not suitable for the local estimation of the dynamics systems. We use a feedforward neural network to approximate the local dominant Lyapunov exponent, and choose the neighbouring points by the exponent. The model is tested for the convection amplitude of the Lorenz model, and the results indicate that this prediction technique can improve the prediction of chaotic time series.
Key words :
05.45.+b
出版日期: 2002-07-01
[1]
FANG Jin-Qing;YU Xing-Huo. A New Type of Cascading Synchronization for Halo-Chaos and Its Potential for Communication Applications [J]. 中国物理快报, 2004, 21(8): 1429-1432.
[2]
He Wei-Zhong;XU Liu-Su;ZOU Feng-Wu. Dynamics of Coupled Quantum--Classical Oscillators [J]. 中国物理快报, 2004, 21(8): 1433-1436.
[3]
YIN Hua-Wei;LU Wei-Ping;WANG Peng-Ye. Determination of Optimal Control Strength of Delayed Feedback Control Using Time Series [J]. 中国物理快报, 2004, 21(6): 1013-1015.
[4]
HE Kai-Fen. Hopf Bifurcation in a Nonlinear Wave System [J]. 中国物理快报, 2004, 21(3): 439-442.
[5]
CHEN Jun;LIU Zeng-Rong. A Method of Controlling Synchronization in Different Systems [J]. 中国物理快报, 2003, 20(9): 1441-1443.
[6]
ZHENG Yong-Ai;NIAN Yi-Bei;LIU Zeng-Rong. Impulsive Synchronization of Discrete Chaotic Systems [J]. 中国物理快报, 2003, 20(2): 199-201.
[7]
FANG Jin-Qing;YU Xing-Huo;CHEN Guan-Rong. Controlling Halo-Chaos via Variable Structure Method [J]. 中国物理快报, 2003, 20(12): 2110-2113.
[8]
ZHANG Guang-Cai;ZHANG Hong-Jun;. Control Method of Cooling a Charged Particle Pair in a Paul Trap [J]. 中国物理快报, 2003, 20(11): 1924-1927.
[9]
ZHENG Yong-Ai;NIAN Yi-Bei;LIU Zeng-Rong. Impulsive Control for the Stabilization of Discrete Chaotic System [J]. 中国物理快报, 2002, 19(9): 1251-1253.
[10]
ZHANG Hai-Yun; HE Kai-Fen. Charged Particle Motion in Temporal Chaotic and Spatiotemporal
Chaotic Fields [J]. 中国物理快报, 2002, 19(4): 481-484.
[11]
ZHOU Xian-Rong;MENG Jie;;ZHAO En-Guang;. Spectral Statistics in the Cranking Model [J]. 中国物理快报, 2002, 19(2): 184-186.
[12]
LIN Sheng-Lu;ZHANG Qiu-Ju;ZHAO Ke;SONG Xiao-Hong;ZHANG Yan-Hui. Semiclassical Calculations of Recurrence Spectra for Lithium Atoms in Parallel Electric and Magnetic Fields [J]. 中国物理快报, 2002, 19(1): 29-31.
[13]
HE Kai-Fen. Time-Averaged Behaviour at the Critical Parameter Point of Transition to Spatiotemporal Chaos
[J]. 中国物理快报, 2001, 18(9): 1176-1178.
[14]
WANG Wen-Ge. Approximate Scaling Behaviour of Local Spectral Density of
States at Relatively Weak Perturbation: a Schematic Shell Model [J]. 中国物理快报, 2001, 18(6): 731-733.
[15]
XU Gong-Ou;XU Ming-Jie;XING Yong-Zhong;YANG Ya-Tian;. Dynamical-Symmetry Breaking, Mechanism and Characterization
Behaviour [J]. 中国物理快报, 2001, 18(5): 625-627.