• DocumentCode
    2383453
  • Title

    Identification of reverse-action pairs using reversibility of actions

  • Author

    Gavshin, Yuri ; Kruusmaa, Maarja

  • Author_Institution
    Centre for Biorobotics, Tallinn Univ. of Technol., Tallinn, Estonia
  • fYear
    2011
  • fDate
    9-12 Oct. 2011
  • Firstpage
    2555
  • Lastpage
    2560
  • Abstract
    This paper presents a practical approach to identification of reverse-action pairs for reversibility-based learning to develop safe behaviors. The approach is to analyze reversibility of consecutive actions by introducing metrics defined on the actions and the states. The experiment is conducted in the Player/Stage simulator to test applicability of the approach. The robot is allowed to move freely in the environment by executing two-dimensional actions - moving forward/backward or rotating left/right. Reversibility of a sum of every consecutive pair of actions is then analyzed to identify the ones that undo each other. As a result, a set of action pairs are identified with a general rule “if moved/rotated by X, move/rotate by -X to undo”.
  • Keywords
    learning (artificial intelligence); mobile robots; motion control; action reversibility; identification; player/stage simulator; reverse-action pairs; reversibility-based learning; robot; safe behavior; two-dimensional actions; Collision avoidance; Measurement; Mobile robots; Robot sensing systems; Safety; Vectors; Safety; reverse-action; reversibility; robotics; undo action;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
  • Conference_Location
    Anchorage, AK
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4577-0652-3
  • Type

    conf

  • DOI
    10.1109/ICSMC.2011.6084061
  • Filename
    6084061