Robust adaptive fuzzy control of twin rotor MIMO system

被引:32
作者
Jahed, Maryam [1 ]
Farrokhi, Mohammad [1 ]
机构
[1] Iran Univ Sci & Technol, Dept Elect Engn, Tehran, Iran
关键词
Adaptive fuzzy controller; Twin rotor MIMO system; Gradient descent algorithm; Lyapunov stability; MODEL INVERSION CONTROL; INTELLIGENT CONTROL; NONLINEAR-SYSTEMS; RGA;
D O I
10.1007/s00500-013-1026-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper considers designing an adaptive fuzzy controller to position the yaw and pitch angles of a twin rotor MIMO system (TRMS) in two degrees of freedom. The goal of the controller is to stabilize the TRMS in a desired position or track a specified trajectory. The parameters of the fuzzy controller are updated using the gradient descent algorithm in order to increase its robustness against external disturbances and/or changes in system parameters. Moreover, the stability of the overall closed-loop system is guaranteed based on the Lyapunov stability theory. The proposed controller is applied to a TRMS with heavy cross coupling between its axes. Experimental results show good performance of the proposed controller as compared to the non-adaptive fuzzy and PID controllers, especially when there are system uncertainties and external disturbances.
引用
收藏
页码:1847 / 1860
页数:14
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