• DocumentCode
    130060
  • Title

    Design and evaluation of learning human control algorithm for a Wheeled Inverted Pendulum

  • Author

    Junbo Xin ; Yongsheng Ou ; Wei Feng

  • Author_Institution
    Shenzhen Inst. of Adv. Technol., Shenzhen, China
  • fYear
    2014
  • fDate
    28-30 July 2014
  • Firstpage
    572
  • Lastpage
    577
  • Abstract
    Human control strategy has been considered as a robust control method in mastering the complex and dynamic skill. In this paper, we present the problem of how human control strategy can be represented as a learning based approach and how a human strategy controller can be used in controlling dynamically stable while statically unstable, Wheeled Inverted Pendulum (WIP). The controller is designed by learning human strategy using Support Vector Regression (SVR). Since most human control strategy controllers are usually empirically rather than analytically, there exists a profound need to evaluate the performance of the human strategy controller. We then propose an effective approach for stability analysis of the human strategy controller based on the discrete-time system Lyapunov theory and Chebyshev points based estimation approach. The experimental results validate our proposed scheme for human controller design and stability analysis.
  • Keywords
    Lyapunov methods; control engineering computing; discrete time systems; nonlinear control systems; pendulums; regression analysis; robust control; support vector machines; wheels; Chebyshev points based estimation approach; SVR; WIP; discrete-time system Lyapunov theory; human control strategy; human controller design; human strategy controller; learning human control algorithm; performance evaluation; robust control method; stability analysis; support vector regression; wheeled inverted pendulum; Chebyshev approximation; Equations; Hidden Markov models; Solid modeling; Stability analysis; Support vector machines; Vectors; SVR; human strategy control; stability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Automation (ICIA), 2014 IEEE International Conference on
  • Conference_Location
    Hailar
  • Type

    conf

  • DOI
    10.1109/ICInfA.2014.6932719
  • Filename
    6932719