Adaptive Control Based on Neural Networks for an Uncertain 2-DOF Helicopter System With Input Deadzone and Output Constraints

被引:1
作者
Yuncheng Ouyang [1 ,2 ]
Lu Dong [1 ,2 ]
Lei Xue [1 ,2 ]
Changyin Sun [2 ]
机构
[1] IEEE
[2] the School of Automation and the Key Laboratory of Measurement and Control of Complex Systems of Engineering,Ministry of Education, Southeast University
关键词
2-degree of freedom(DOF) helicopter; adaptive control; input deadzone; integral barrier Lyapunov function; neural networks; output constraints;
D O I
暂无
中图分类号
V275.1 []; TP183 [人工神经网络与计算]; TP273.2 [];
学科分类号
082503 ; 081104 ; 0812 ; 0835 ; 1405 ; 080201 ;
摘要
In this paper, a study of control for an uncertain2-degree of freedom(DOF) helicopter system is given. The2-DOF helicopter is subject to input deadzone and output constraints. In order to cope with system uncertainties and input deadzone, the neural network technique is introduced because of its capability in approximation. In order to update the weights of the neural network, an adaptive control method is utilized to improve the system adaptability. Furthermore, the integral barrier Lyapunov function(IBLF) is adopt in control design to guarantee the condition of output constraints and boundedness of the corresponding tracking errors. The Lyapunov direct method is applied in the control design to analyze system stability and convergence. Finally, numerical simulations are conducted to prove the feasibility and effectiveness of the proposed control based on the model of Quanser's 2-DOF helicopter.
引用
收藏
页码:807 / 815
页数:9
相关论文
共 10 条
[1]   Modeling, Optimization, and Control of Solution Purification Process in Zinc Hydrometallurgy [J].
Bei Sun ;
Chunhua Yang ;
Hongqiu Zhu ;
Yonggang Li ;
Weihua Gui .
IEEE/CAAJournalofAutomaticaSinica, 2018, 5 (02) :564-576
[2]  
An Adaptive Strategy via Reinforcement Learning for the Prisoner's Dilemma Game[J]. Lei Xue,Changyin Sun,Donald Wunsch,Yingjiang Zhou,Fang Yu. IEEE/CAA Journal of Automatica Sinica. 2018(01)
[3]  
A Novel Robust Attitude Control for Quadrotor Aircraft Subject to Actuator Faults and Wind Gusts[J]. Yuying Guo,Bin Jiang,Youmin Zhang. IEEE/CAA Journal of Automatica Sinica. 2018(01)
[4]  
A Survey of Human-centered Intelligent Robots:Issues and Challenges[J]. Wei He,Zhijun Li,C.L.Philip Chen. IEEE/CAA Journal of Automatica Sinica. 2017(04)
[5]  
Neural Network Based Terminal Sliding Mode Control for WMRs Affected by an Augmented Ground Friction With Slippage Effect[J]. Ming Yue,Linjiu Wang,Teng Ma. IEEE/CAA Journal of Automatica Sinica. 2017(03)
[6]  
Online Learning Control for Harmonics Reduction Based on Current Controlled Voltage Source Power Inverters[J]. Naresh Malla,Ujjwol Tamrakar,Dipesh Shrestha,Zhen Ni,Reinaldo Tonkoski. IEEE/CAA Journal of Automatica Sinica. 2017(03)
[7]  
On Frequency Sensitivity and Mode Orthogonality of Flexible Robotic Manipulators[J]. Fei-Yue Wang,Yanqing Gao. IEEE/CAA Journal of Automatica Sinica. 2016(04)
[8]   Adaptive neural control for an uncertain robotic manipulator with joint space constraints [J].
Tang, Zhong-Liang ;
Ge, Shuzhi Sam ;
Tee, Keng Peng ;
He, Wei .
INTERNATIONAL JOURNAL OF CONTROL, 2016, 89 (07) :1428-1446
[9]   Adaptive output feedback control for a class of nonlinear systems with full-state constraints [J].
Liu, Yan-Jun ;
Li, Dong-Juan ;
Tong, Shaocheng .
INTERNATIONAL JOURNAL OF CONTROL, 2014, 87 (02) :281-290
[10]  
Adaptive fuzzy hierarchical sliding-mode control for a class of MIMO nonlinear timedelay systems with input saturation .2 X.D.Zhao,H.J.Yang,W.G.Xia,X.Y.Wang. IEEE Trans.Fuzzy Syst . 2017