Adaptive neural control for uncertain systems subject to actuator failure

被引:4
作者
Jia, Tinggang [1 ,2 ]
Zou, Yuanyuan [1 ]
Niu, Yugang [1 ]
机构
[1] E China Univ Sci & Technol, Minist Educ, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
[2] Shanghai Elect Grp Co Ltd, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
Adaptive control; Neural network; Actuator failure; Unknown nonlinear function; FAULT-TOLERANT CONTROL; NONLINEAR-SYSTEMS; TIME-DELAYS; NETWORKS; STABILIZATION; DISCRETE;
D O I
10.1016/j.neucom.2011.06.030
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the design of controller based on neural network is investigated for a class of uncertain systems subject to actuator failures. An adaptive neural controller is designed by utilizing the approximation technique of neural network. The key feature in this work is to remove the requirement on the boundedness of unknown nonlinear functions that is usually encountered in the existing works. Moreover, sufficient conditions are derived such that the closed-loop system is robustly stable. Finally, numerical simulation results are given. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:3753 / 3759
页数:7
相关论文
共 18 条
  • [1] Fault tolerant control using sliding modes with on-line control allocation
    Alwi, Halim
    Edwards, Christopher
    [J]. AUTOMATICA, 2008, 44 (07) : 1859 - 1866
  • [2] Robust reliable control for a class of uncertain nonlinear systems with time-varying multistate time delays
    Gao, JP
    Huang, B
    Wang, ZD
    Fisher, DG
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2001, 32 (07) : 817 - 824
  • [3] Actuator fault robust estimation and fault-tolerant control for a class of nonlinear descriptor systems
    Gao, Zhiwei
    Ding, Steven X.
    [J]. AUTOMATICA, 2007, 43 (05) : 912 - 920
  • [4] Holcomb T., 1991, Proceedings of the 1991 American Control Conference (IEEE Cat. No. 91CH2939-7), P2331
  • [5] Hong CH, 2009, INT J CONTROL AUTOM, V7, P911, DOI [10.1007/S12555-009-0606-9, 10.1007/s12555-009-0606-9]
  • [6] Study of VSC reliable designs with application to spacecraft attitude stabilization
    Liang, Yew-Wen
    Xu, Sheng-Dong
    Tsai, Che-Lun
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2007, 15 (02) : 332 - 338
  • [7] Robust reliable control for discrete-time-delay systems with stochastic nonlinearities and multiplicative noises
    Liu, Yisha
    Wang, Zidong
    Wang, Wei
    [J]. OPTIMAL CONTROL APPLICATIONS & METHODS, 2011, 32 (03) : 285 - 297
  • [8] Stability and Synchronization of Discrete-Time Markovian Jumping Neural Networks With Mixed Mode-Dependent Time Delays
    Liu, Yurong
    Wang, Zidong
    Liang, Jinling
    Liu, Xiaohui
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2009, 20 (07): : 1102 - 1116
  • [9] Asymptotic stability for neural networks with mixed time-delays: The discrete-time case
    Liu, Yurong
    Wang, Zidong
    Li, Xiaohui
    [J]. NEURAL NETWORKS, 2009, 22 (01) : 67 - 74
  • [10] Delay-dependent robust stabilization of uncertain state-delayed systems
    Moon, YS
    Park, P
    Kwon, WH
    Lee, YS
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2001, 74 (14) : 1447 - 1455