A parameter estimation and filtering method of chaotic system based on particle filter

被引:0
|
作者
Li, Guo-Hui [1 ,2 ]
Li, Ya-An [1 ]
Yang, Hong [1 ,2 ]
机构
[1] School of Marine Engineering, Northwestern Polytechnical University, Xi'an 710072, Shaanxi, China
[2] School of Electronic and Engineering, Xi'an University of Posts and Telecommunications, Xi'an 710121, Shaanxi, China
来源
Binggong Xuebao/Acta Armamentarii | 2012年 / 33卷 / 12期
关键词
Bandpass filters - Chaotic systems - Parameter estimation - Automation - Monte Carlo methods;
D O I
暂无
中图分类号
学科分类号
摘要
The parameter estimation of chaotic system is a premise of system control and synchronization. In view of chaotic system's characteristics, such as sensitivity to initial condition, long-term unpredictability and so on, a filter applying to chaotic system was proposed based on chaotic system state space theory and particle filter (PF) theory. In a superimposed noise conditions, the parameter estimation and filtering of Lorenz chaotic system were simulated and analyzed. The simulation results show the proposed filtering algorithm is better than a chaotic system parameter estimation and filtering method based on extended Kalman filter (EKF) in bias estimates, and is an effective method for estimating the parameters of chaotic system and filter.
引用
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页码:1504 / 1509
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