Intelligent-Based PID Fault Tolerant Tracking Control for Unknown Nonlinear MIMO Systems

被引:1
|
作者
Guo, Shu-Mei [2 ]
Tsai, Jason S. H. [1 ]
Lin, Yen C. [1 ]
Tsai, Tzong-Jiy [1 ]
Chen, Chia W. [3 ]
机构
[1] Natl Cheng Kung Univ, Dept Elect Engn, Tainan 701, Taiwan
[2] Natl Cheng Kung Univ, Dept Comp Sci & Informat Engn, Tainan 701, Taiwan
[3] Kao Yuan Univ, Dept Mech & Automat Engn, Kaohsiung 80778, Taiwan
关键词
D O I
10.1109/ICCA.2009.5410494
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a novel intelligent-based fault tolerant control (FTC) framework is proposed to solve the fault tolerant tracking control problem for unknown nonlinear multi-input multi-output (MIMO) systems. To eliminate the effect of faults, a neural network model adapted with the extended Kalman filter (EKF) is created to online identify the unknown systems, and then the steepest descent and evolutionary programming (EP) method is utilized to find a self-tuning proportional-integral-derivative (PID) controller for the adapted neural network. The resulted PID FTC controller can not only achieve the tracking objective but also can maintain the stability and the expected performance when faults occur in system. Finally, a numerical example is given to illustrate the effectiveness of the proposed methods.
引用
收藏
页码:331 / +
页数:2
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