Quadratic stabilization of a nonlinear aeroelastic system using a novel Neural-Network-based controller

被引:3
作者
Zhang, F. [1 ]
Soeffker, D. [1 ]
机构
[1] Univ Duisburg Essen, Chair Dynam & Control, D-47057 Duisburg, Germany
关键词
quadratic stabilization; neural-network; nonlinear aeroelastic control; cognition; ACTIVE FLUTTER SUPPRESSION; WING SECTION; MODEL;
D O I
10.1007/s11431-011-4346-8
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This contribution proposes a novel neural-network-based control approach to stabilize a nonlinear aeroelastic wing section. With the prerequisite that all the states of the system are available, the proposed controller requires no comprehensive information about structural nonlinearity of the wing section. Furthermore, the proposed control approach requires no human intervention of designing goal dynamics and formulating control input function, which is difficult to be realized by the typical neural-network-based control following an inverse control scheme. Simulation results show that the proposed controller can stabilize the aeroelastic system with different nonlinearities.
引用
收藏
页码:1126 / 1133
页数:8
相关论文
共 21 条
  • [1] BEHAL A, 2004, AIAA GUID NAV CONTR
  • [2] Computational test cases for the benchmark active controls model
    Bennett, RM
    Scott, RC
    Wieseman, CD
    [J]. JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2000, 23 (05) : 922 - 929
  • [3] Active flutter suppression using recurrent neural networks
    Bernelli-Zazzera, F
    Mantegazza, P
    Mazzoni, G
    Rendina, M
    [J]. JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2000, 23 (06) : 1030 - 1036
  • [4] A recurrent neural-network-based real-time learning control strategy applying to nonlinear systems with unknown dynamics
    Chow, TWS
    Fang, Y
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1998, 45 (01) : 151 - 161
  • [5] Non-linear estimation is easy
    Fliess, Michel
    Join, Cedric
    Sira-Ramirez, Hebertt
    [J]. INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2008, 4 (01) : 12 - 27
  • [6] Adaptive and neural control of a wing section using leading- and trailing-edge surfaces
    Gujjula, S
    Singh, SN
    Yim, W
    [J]. AEROSPACE SCIENCE AND TECHNOLOGY, 2005, 9 (02) : 161 - 171
  • [7] Generalized predictive control for active flutter suppression
    Haley, P
    Soloway, D
    [J]. IEEE CONTROL SYSTEMS MAGAZINE, 1997, 17 (04): : 64 - 70
  • [8] Adaptive feedback linearization for the control of a typical wing section with structural nonlinearity
    Ko, JH
    Strganac, TW
    Kurdila, AJ
    [J]. NONLINEAR DYNAMICS, 1999, 18 (03) : 289 - 301
  • [9] Optimized neurocontroller for vibration reduction in helicopter blades
    Ku, CS
    Hajela, P
    [J]. ENGINEERING OPTIMIZATION, 1999, 31 (05) : 541 - 569
  • [10] Neural-network-based controller for nonlinear aeroelastic system
    Ku, CS
    Hajela, P
    [J]. AIAA JOURNAL, 1998, 36 (02) : 249 - 255