Nonlinear Predictive Control Based on Inverse System Method

被引:0
|
作者
Song, Fuhua [1 ]
Lu, Bin [1 ]
机构
[1] China Jiliang Univ, Hangzhou 310018, Zhejiang, Peoples R China
关键词
least squares support vector machine (LS-SVM); nonlinear predictive control; inverse system method; robust stability;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To deal with the difficulty of nonlinear inverse model identification of directive inverse control and improve the ability of robustness and anti-interference of the open system, the paper studied the realization of inverse system identification and control using least squares support vector machine (LS-SVM), and proposed a new nonlinear predictive control algorithm based on inverse system method. The method cascades the alpha th-order inverse model approximated by LS-SVM with the original system to get the composite pseudo-linear system. Then the predictive control method is introduced to the pseudo-linear system. The simulation results show that the combined method does not depend on the accurate mathematical model and has the characteristics of better robustness stability, simpler design process and high tracking accuracy. And this approach is one of the applicable methods for the control of nonlinear systems.
引用
收藏
页码:449 / 457
页数:9
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