Adaptive neural flight control for an aircraft with time-varying distributed delays

被引:16
|
作者
Wu, Dawei [1 ]
Chen, Mou [1 ]
Gong, Huajun [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Automat Engn, Nanjing 210016, Jiangsu, Peoples R China
关键词
Flight control; Distributed delay; Nonstrict-feedback nonlinear system; Input saturation; Neural network; UNCERTAIN NONLINEAR-SYSTEMS; UNKNOWN CONTROL DIRECTIONS; NETWORKED CONTROL-SYSTEMS; BACKLASH-LIKE HYSTERESIS; NONSTRICT-FEEDBACK FORM; FUZZY TRACKING CONTROL; OF-ATTACK MISSILE; BACKSTEPPING CONTROL; DEPENDENT STABILITY; ROBUST-CONTROL;
D O I
10.1016/j.neucom.2018.04.038
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel adaptive neural network (NN) flight control law is developed for the high angle of attack (AOA) longitudinal motion control of an aircraft. Considering the unsteady effects, a longitudinal dynamic model is proposed, which is an uncertain nonstrict-feedback nonlinear system with time-varying distributed delays. Via combining a variable separation technique with the Lyapunov-Krasovskii function method, a robust adaptive NN high AOA flight control scheme is designed. Only the direction of the control gains is needed in the developed controller. Meanwhile, to reduce the computational burden, only two adaptive parameters are needed in the proposed control law. It is proven that the closed-loop system is stable, and all the signals of the closed-loop system are bounded. Finally, simulations are given to confirm the effectiveness of the proposed control law. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:130 / 145
页数:16
相关论文
共 50 条
  • [1] Disturbance observer-based neural flight control for aircraft with switched time-varying distributed delays
    Wu, Dawei
    Zhou, Jun
    Ye, Hui
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING, 2021, 235 (16) : 2451 - 2465
  • [2] Adaptive control of time-varying systems with time-varying delays
    De la Sen, M
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS, 2005, 12 (01): : 45 - 66
  • [3] Synchronization control of chaotic neural networks with time-varying and distributed delays
    Li, Tao
    Song, Ai-guo
    Fei, Shu-min
    Guo, Ying-qing
    NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 2009, 71 (5-6) : 2372 - 2384
  • [4] Neural Network based Distributed Adaptive Time-varying Formation Control for Multi-UAV Systems with Varying Time Delays
    Xiong, Tianyi
    Pu, Zhiqiang
    Yi, Jianqiang
    2018 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2018,
  • [5] H∞ state estimation control of neural networks with distributed time-varying delays
    Saravanakumar, R.
    Ali, M. Syed
    2014 INTERNATIONAL CONFERENCE ON SOFT COMPUTING & MACHINE INTELLIGENCE ISCMI 2014, 2014, : 11 - 14
  • [6] Event-triggered Adaptive Neural Tracking Control of Nonlinear Systems with Discrete and Distributed Time-Varying Delays
    Xue, Zhouzhou
    Wu, Tiantian
    Yu, Zhaoxu
    2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 791 - 796
  • [7] Multistability of competitive neural networks with time-varying and distributed delays
    Nie, Xiaobing
    Cao, Jinde
    NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS, 2009, 10 (02) : 928 - 942
  • [8] Stability of Impulsive Neural Networks with Time-Varying and Distributed Delays
    Luo, Qi
    Miao, Xinjie
    Wei, Qian
    Zhou, Zhengxin
    ABSTRACT AND APPLIED ANALYSIS, 2013,
  • [9] Adaptive robust convergence of neural networks with time-varying delays
    Xiong, Wenjun
    Song, Laizhong
    Cao, Jinde
    NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS, 2008, 9 (04) : 1283 - 1291
  • [10] Adaptive neural control of state delayed non-linear systems with unmodelled dynamics and distributed time-varying delays
    Zhang, Tianping
    Xia, Xiaonan
    Zhu, Jiaming
    IET CONTROL THEORY AND APPLICATIONS, 2014, 8 (12): : 1071 - 1082