• DocumentCode
    550441
  • Title

    Support vector machine observer based fault detection for reconfigurable manipulators

  • Author

    Zhao Bo ; Dong Bo ; Li Yuanchun

  • Author_Institution
    State Key Lab. of Automobile Dynamic Simulation, Jilin Univ., Changchun, China
  • fYear
    2011
  • fDate
    22-24 July 2011
  • Firstpage
    3979
  • Lastpage
    3984
  • Abstract
    A novel fault detection scheme for reconfigurable manipulators actuators based on support vector machine(SVM) observer which has good ability to estimate any functions is proposed to estimate the unknown term and uncertainty term. The reconfigurable manipulators system is fault-free when the error between true value and predict value is less than the given threshold, otherwise, the system is in failure. Then the fuzzy logic systems are proposed for approximating the interconnection term by using adaptive algorithm. Based on Lyapunov stability theorem, the system stability can be verified. And the simulation results illustrate the effectiveness of the proposed fault detection schemes.
  • Keywords
    Lyapunov methods; actuators; adaptive control; fuzzy control; fuzzy logic; manipulators; stability; support vector machines; Lyapunov stability theorem; adaptive algorithm; fault detection; fault-free; fuzzy logic systems; reconfigurable manipulators actuators; support vector machine observer; system stability; Bismuth; Fault detection; Joints; Manipulators; Mathematical model; Observers; Support vector machines; Fault Detection; Reconfigurable Manipulators; SVM observer;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (CCC), 2011 30th Chinese
  • Conference_Location
    Yantai
  • ISSN
    1934-1768
  • Print_ISBN
    978-1-4577-0677-6
  • Electronic_ISBN
    1934-1768
  • Type

    conf

  • Filename
    6000779