Stabilizing and Swinging-Up the Inverted Pendulum Using PI and PID Controllers Based on Reduced Linear Quadratic Regulator Tuned by PSO

被引:19
|
作者
Mousa, M. E. [1 ]
Ebrahim, M. A. [2 ]
Moustafa, M. A. [3 ]
机构
[1] Minist Civil Aviat, Cairo, Egypt
[2] Benha Univ, Shoubra Fac Engn, Elect Engn Dept, Cairo, Egypt
[3] Cairo Univ, Elect Power Dept, Dept Elect Engn, Giza, Egypt
关键词
Inverted Pendulum (IP); Linear Quadratic Regulator (LQR); Particle Swarm Optimization (PSO) Technique; PI; Proportional-Integral and Derivative (PID);
D O I
10.4018/IJSDA.2015100104
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The inherited instabilities in the Inverted Pendulum (IP) system make it one of the most difficult nonlinear problems in the control theory. In this research work, Proportional -Integral and Derivative (PID) Controller with a feed forward gain is used with Reduced Linear Quadratic Regulator (RLQR) for stabilizing the Cart Position and Swinging-up the Pendulum angle. Tuning the Controllers' gains is achieved by using Particle Swarm Optimization (PSO) Technique. Obtaining the combined PID controllers' gains with a feed forward gain and RLQR is a multi-dimensions control problem. The Proposed Controllers give minimum Settling Time, Rise Time, Undershoot and Over shoot for both the Cart Position and the Pendulum angle. A disturbance with different amplitudes is applied to the system, and the results showed the robustness of the systems based on the tuned controllers. The overall results are promising.
引用
收藏
页码:52 / 69
页数:18
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