• DocumentCode
    3419871
  • Title

    Hierarchical growing neural gas for information structured space

  • Author

    Satomi, Masashi ; Masuta, Hiroyuki ; Kubota, Naoyuki

  • Author_Institution
    Dept. of Syst. Design, Tokyo Metropolitan Univ., Hino
  • fYear
    2009
  • fDate
    March 30 2009-April 2 2009
  • Firstpage
    54
  • Lastpage
    59
  • Abstract
    In this paper, we discuss a robot vision in order to perceive people and the environment around a mobile robot. We developed a tele-operated mobile robot with a pan-tilt mechanism composed of a camera and a laser range finder (LRF). In this paper, we propose a method for sensor fusion to extract a human from the measured data by integrating these outputs based on the concept of synthesis. Next, we propose a method of hierarchical neural network based on Growing neural gas to construct a 3D environmental relation. Finally, we show experimental results of the proposed method.
  • Keywords
    laser ranging; mobile robots; neural nets; robot vision; telerobotics; 3D environmental relation; hierarchical growing neural gas; hierarchical neural network; information structured space; laser range finder; pan-tilt mechanism; robot vision; sensor fusion; teleoperated mobile robot; Cameras; Data mining; Gas lasers; Humans; Laser fusion; Mobile robots; Orbital robotics; Robot sensing systems; Robot vision systems; Sensor fusion;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotic Intelligence in Informationally Structured Space, 2009. RIISS '09. IEEE Workshop on
  • Conference_Location
    Nashville, TN
  • Print_ISBN
    978-1-4244-2753-6
  • Type

    conf

  • DOI
    10.1109/RIISS.2009.4937906
  • Filename
    4937906