• DocumentCode
    2933254
  • Title

    Cooperative Multi-Robot Systems A study of Vision-based 3-D Mapping using Information Theory

  • Author

    Rocha, Rui ; Dias, Jorge ; Carvalho, Adriano

  • Author_Institution
    Institute of Systems and Robotics Faculty of Sciences and Technology, Univ. of Coimbra Pinhal de Marrocos, 3030-290 Coimbra, PORTUGAL; Department of Electrical and Computer Engineering Faculty of Engineering, University of Porto Rua Dr. Roberto Frias, 420
  • fYear
    2005
  • fDate
    18-22 April 2005
  • Firstpage
    384
  • Lastpage
    389
  • Abstract
    Building cooperatively 3-D maps of unknown environments is one of the application fields of multi-robot systems. This article introduces a distributed architecture, within a probabilistic framework for vision-based 3-D mapping, whereby each robot is committed to cooperate with other robots through information sharing. An entropy-based measure of information utility is defined, which a robot uses for communicating to its teammates the most useful measurements, thus preventing the robot to overwhelm communication resources with redundant information. Experiments with real robots, equipped with stereo-vision, yielded important conclusions about the way robots should cooperate on sharing information.
  • Keywords
    3-D mapping; Cooperative multi-robot systems; communication; entropy; information utility; Application software; Computer vision; Entropy; Information theory; Mobile robots; Multirobot systems; Robot kinematics; Robot sensing systems; Robot vision systems; Simultaneous localization and mapping; 3-D mapping; Cooperative multi-robot systems; communication; entropy; information utility;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation, 2005. ICRA 2005. Proceedings of the 2005 IEEE International Conference on
  • Print_ISBN
    0-7803-8914-X
  • Type

    conf

  • DOI
    10.1109/ROBOT.2005.1570149
  • Filename
    1570149