Residual GM(1,1) Model-Based Prediction Method for Chaotic Time Series

被引:0
|
作者
Lu Jianshan [1 ]
Wang Changming [1 ]
Zhang Aijun [1 ]
Xie Xiaomin [1 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Mech Engn, Nanjing 210094, Jiangsu, Peoples R China
来源
JOURNAL OF GREY SYSTEM | 2012年 / 24卷 / 04期
关键词
GM(1,1); phase space reconstruction; L-1; norm; stabilized platform; GREY; FORECAST;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Aiming at the problems existing in previous grey-chaos prediction methods, with phase space reconstruction theory and residual GM(1,1) model, a novel prediction method based on L-1 norm of reconstructed phase points is proposed in the paper. For chaotic time series, phase space delay coordinate reconstitution theory is applied to reconstruct phase space firstly, and then residual GM(1,1) model is used to study the change law of phase point L-1 norm, finally predicted values of time series are obtained with the L-1 norm inverse solution. To test the prediction method, three criteria of MAPE, MSE and FEM are employed here. And at the end, simulation with measured data from stabilized platform experiment demonstrates that the newly proposed method is effective, and it can overcome the difficulties existing in some previous grey-chaos prediction methods.
引用
收藏
页码:379 / 388
页数:10
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