Application of GA to Design LQR Controller for an Inverted Pendulum System

被引:30
|
作者
Wongsathan, Chaiporn [1 ]
Sirima, Chanapoom [1 ]
机构
[1] N Chiang Mai Univ, Dept Elect Engn, Chiang Mai 50230, Thailand
关键词
Genetic Algorithm (GA); Linear Quadratic Regulator (LQR) and Inverted Pendulum System (IPS);
D O I
10.1109/ROBIO.2009.4913127
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper apply Genetic Algorithm (GA) to design weighting matrices in Linear Quadratic Regulator (LQR) for an Inverted Pendulum System (IPS). Feedback gain settings of the system are obtained by minimizing the performance index using GA to optimize the weight matrices of LQR. The divisional of-the searching space mechanism and the dynamic crossover and mutation rate are used to insure getting the global optimal results. Time specification performances are also compared considering LQR-GA and experiential-LQR [6] by determine the control strategy delivers with respect to pendulum's angle and cart's position. The simulation results show that the proposed method gives the response better than experiential-LQR [6]. All computations will be carried out using MATLAB (R).
引用
收藏
页码:951 / 954
页数:4
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