Real-time Neural Backstepping Control for a Helicopter Prototype

被引:0
|
作者
Djilali, Larbi [1 ,2 ]
Suarez, Oscar J. [1 ]
Sanchez, Edgar N. [1 ]
Alanis, Alma Y. [3 ]
Pardo Garcia, Aldo [4 ]
机构
[1] CINVESTAV, Elect Engn Dept, Guadalajara, Mexico
[2] Univ Amar Telidji, Elect Engn Dept, Laghouat, Algeria
[3] Univ Guadalajara, Comp Sci Dept, Guadalajara, Mexico
[4] Univ Pamplona, Elect Engn Dept, Pamplona, Colombia
来源
2017 IEEE LATIN AMERICAN CONFERENCE ON COMPUTATIONAL INTELLIGENCE (LA-CCI) | 2017年
关键词
Quanser 2-DOF Helicopter; Backstepping Control; Recurrent High Order Neural Network; Extended Filter Kalman; Real-time; SYSTEMS;
D O I
暂无
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 presents a discrete-time backstepping controller based on a neural model for a Quanser 2-Degree Of Freedom (DOF) helicopter. The proposed controller is used to track the pitch and yaw position references independently. This controller is based on a Recurrent High Order Neural Network (RHONN) trained with an Extended Kalman Filter (EKF). The RHONN works as an identifier to obtain an adequate Quanser 2-DOF helicopter mathematic model, which is robust in presence of disturbances and parameter variations. To examine the robustness of the proposed controller, simulations using Matlab/Simulinkand real-time implementation are presented.
引用
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页数:6
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