• DocumentCode
    2238155
  • Title

    Information-theoretic coordinated control of multiple sensor platforms

  • Author

    Grocholsky, Ben ; Makarenko, Alexei ; Durrant-Whyte, Hugh

  • Author_Institution
    Australian Centre for Field Robotics, Sydney Univ., NSW, Australia
  • Volume
    1
  • fYear
    2003
  • fDate
    14-19 Sept. 2003
  • Firstpage
    1521
  • Abstract
    This paper describes an information-theoretic approach to distributed and coordinated control of a multi-robot sensor system. The approach is based on techniques long established for the related problem of decentralised data fusion (DDF). The DDF architecture uses information measures to communicate state estimates in a network of sensors. For coordinated control of robot sensors, the control objective becomes maximisation of these information measures. This yields platform trajectories, which maximise the total information, gained by the system. This approach inherits the many benefits of the DDF method including scalability, robustness to sub-system failure and addition, and interoperability among heterogeneous systems. The approach is applied to a practical bearings-only multi-feature localisation problem.
  • Keywords
    decentralised control; distributed control; information theory; mobile robots; multi-robot systems; open systems; sensor fusion; state estimation; decentralised data fusion; distributed control; heterogeneous systems; information maximisation; information-theoretic coordinated control; interoperability; multi-robot sensor system; multifeature localisation problem; multiple sensor platforms; robustness; sensors network; state estimation; subsystem failure; Control systems; Coordinate measuring machines; Distributed control; Robot control; Robot kinematics; Robot sensing systems; Robustness; Scalability; Sensor systems; State estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation, 2003. Proceedings. ICRA '03. IEEE International Conference on
  • ISSN
    1050-4729
  • Print_ISBN
    0-7803-7736-2
  • Type

    conf

  • DOI
    10.1109/ROBOT.2003.1241807
  • Filename
    1241807