• DocumentCode
    1982099
  • Title

    Predictive fuzzy control for a mobile robot with nonholonomic constraints

  • Author

    Jiang, Xianhua ; Motai, Yuichi ; Zhu, Xingquan

  • Author_Institution
    Dept. of Electr. Eng., Vermont Univ., Burlington, VT
  • fYear
    2005
  • fDate
    18-20 July 2005
  • Firstpage
    58
  • Lastpage
    63
  • Abstract
    Automatic control of a mobile robot with nonholonomic constraints normally depends on complex signal processing mechanisms, e.g. predictive control. This paper presents a new trajectory tracking method for a mobile robot by combining predictive control and fuzzy control. To overcome the time delay caused by the slow response of the sensor, the algorithm employs predictive control to predict the position and orientation of the robot. In addition, fuzzy control is adopted to deal with nonlinear characteristic of the system. The advantages of this predictive fuzzy controller include high reliability for a slow sensor response, small error of absolute tracking, availability of a linearized predictive model and simplified fuzzy rules, which reduce the computing complexity. In our experiments, we applied this control method to the soccer robot. Accuracy and convergent performance was compared with a traditional PID controller, as well as with a conventional fuzzy controller. The experiment results demonstrated the feasibility and advantages of this predictive fuzzy control on the trajectory tracking of a mobile robot
  • Keywords
    fuzzy control; mobile robots; position control; predictive control; reliability; signal processing; three-term control; PID controller; automatic control; autonomous navigation; linearized predictive model; mobile robot; nonholonomic constraint; position prediction; predictive control; predictive fuzzy control; signal processing; soccer robot; trajectory tracking; Automatic control; Delay effects; Fuzzy control; Mobile robots; Prediction algorithms; Predictive control; Robot sensing systems; Sensor phenomena and characterization; Signal processing algorithms; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Robotics, 2005. ICAR '05. Proceedings., 12th International Conference on
  • Conference_Location
    Seattle, WA
  • Print_ISBN
    0-7803-9178-0
  • Type

    conf

  • DOI
    10.1109/ICAR.2005.1507391
  • Filename
    1507391