• DocumentCode
    2059883
  • Title

    Bézier curve based dynamic obstacle avoidance and trajectory learning for autonomous mobile robots

  • Author

    Chaudhry, Tayyab ; Gulrez, Tauseef ; Zia, Ali ; Zaheer, Shyba

  • Author_Institution
    Dept. of Comput. Sci., COMSATS Inst. of Inf. Technol., Lahore, Pakistan
  • fYear
    2010
  • fDate
    Nov. 29 2010-Dec. 1 2010
  • Firstpage
    1059
  • Lastpage
    1065
  • Abstract
    This paper addresses the problem of avoiding dynamic obstacles while following the learned trajectory through non-point based maps directly through laser data. The geometric representation of free configuration area changes while a moving obstacle enters into the safety region of autonomous mobile robot. We have applied the Bézier curve properties to the free configuration eigenspaces to satisfy the dynamic obstacle avoidance path constraints. The algorithm is designed to accurately represent the mobile robot´s characteristics while avoiding obstacle such as minimum turning radius. Moreover, we also discuss the obstacle avoided path feasibility as a vectorial combination of free configuration eigen-vectors at discrete time scan-frames to manifest a trajectory, which once followed and mapped onto the two control signals of mobile robot will enable it to build an efficient and accurate online environment map. Preliminary results in Matlab have been shown to validate the idea, while the same has been implemented in Player/stage (robotics real-time software) to analyze the performance of the proposed system.
  • Keywords
    collision avoidance; eigenvalues and eigenfunctions; learning (artificial intelligence); mathematics computing; mobile robots; Bezier curve; Matlab; Player-stage; autonomous mobile robots; discrete time scan-frames; dynamic obstacle avoidance; eigen-vectors; geometric representation; laser data; minimum turning radius; nonpoint based maps; online environment map; robotics real-time software; trajectory learning; B´zier curve; Dynamic obstacles; autonomous mobile robot; free configuration eigenspaces; robotic trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems Design and Applications (ISDA), 2010 10th International Conference on
  • Conference_Location
    Cairo
  • Print_ISBN
    978-1-4244-8134-7
  • Type

    conf

  • DOI
    10.1109/ISDA.2010.5687045
  • Filename
    5687045