A parameter optimization nonlinear adaptive denoising algorithm for chaotic signals

Author:

Wang Meng-Jiao ,Wu Zhong-Tang ,Feng Jiu-Chao , ,

Abstract

In the parameter optimization issue of nonlinear adaptive denoising algorithm for chaotic signals, the window length is affected by different factors. In this paper, a criterion is proposed for selecting the optimal window length. According to the difference in autocorrelation function between chaotic signal and noise, first, the different window sizes are used for denoising noisy chaotic signals. Then, the residual autocorrelation degree (RAD) of each window length is computed. Finally, the optimal window length is obtained by shrinking the window length corresponding to the minimum RAD. Simulation results show that this criterion can automatically optimize the window length efficiently under different conditions, which improves the adaptivity of the denoising algorithm of chaotic signals.

Publisher

Acta Physica Sinica, Chinese Physical Society and Institute of Physics, Chinese Academy of Sciences

Subject

General Physics and Astronomy

Reference27 articles.

1. L J H, Lu J A, Chen S H 2002 The Analysis and Applications of Chaotic Time Series (Wuhan: Wuhan University Press) pp1-8 (in Chinese) [吕金虎, 陆君安, 陈士华 2002 混沌时间序列分析及其应用 (武汉: 武汉大学出版社)第1–8页]

2. Lorenz E N 1963 J. Atmos. Sci. 20 130

3. Han M, Xu M L 2013 Acta Phys. Sin. 62 120510 (in Chinese) [韩敏, 许美玲 2013 物理学报 62 120510]

4. Sun J W, Shen Y, Yin Q, Xu C J 2013 Chaos 23 013140

5. Wang X Y, Zhang N, Ren X L, Zhang Y L 2011 Chin. Phys. B 20 020507

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