• DocumentCode
    2430370
  • Title

    Terminal sliding mode control of nonlinear chaotic systems using self-recurrent wavelet neural network

  • Author

    Lee, Sin Ho ; Park, Jin Bae ; Choi, Yoon Ho

  • Author_Institution
    Yonsei Univ., Seoul
  • fYear
    2007
  • fDate
    17-20 Oct. 2007
  • Firstpage
    1671
  • Lastpage
    1676
  • Abstract
    In this paper, we design a self-recurrent wavelet neural network (SRWNN) based terminal sliding mode controller for nonlinear chaotic systems with uncertainties. The nonlinear chaotic systems are decomposed into a sum of a nominal nonlinear part and uncertainty term. The terminal sliding mode control (TSMC) method which has been used to control the system robustly can drive the tracking errors to zero in a finite time. In addition, the TSMC has the advantages such as improved performance, robustness, reliability and precision by contrast with the classical sliding mode control (CSMC). For the control of nonlinear chaotic system with various uncertainties, we employ the SRWNN which is used for the prediction of uncertainties. The weights of SRWNN are trained by adaptive laws based on Lyapunov stability theorem. Finally, we carry out simulations on two nonlinear chaotic systems such as Duffing system and Lorenz system to illustrate the effectiveness of the proposed control.
  • Keywords
    Lyapunov methods; adaptive control; chaos; control system synthesis; neurocontrollers; nonlinear control systems; recurrent neural nets; stability; uncertain systems; variable structure systems; wavelet transforms; Duffing system; Lorenz system; Lyapunov stability theorem; adaptive laws; nonlinear chaotic systems; self-recurrent wavelet neural network design; terminal sliding mode control; uncertainties; Chaos; Control systems; Electronic mail; Lyapunov method; Neural networks; Nonlinear control systems; Nonlinear dynamical systems; Robust control; Sliding mode control; Uncertainty; Lyapunov stability theorem; nonlinear chaotic systems; self-recurrent wavelet neural network; terminal sliding mode control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control, Automation and Systems, 2007. ICCAS '07. International Conference on
  • Conference_Location
    Seoul
  • Print_ISBN
    978-89-950038-6-2
  • Electronic_ISBN
    978-89-950038-6-2
  • Type

    conf

  • DOI
    10.1109/ICCAS.2007.4406603
  • Filename
    4406603