• DocumentCode
    3539190
  • Title

    Game theoretic cooperative control of PTZ visual sensor networks for environmental change monitoring

  • Author

    Hatanaka, Teruyoshi ; Wasa, Yasuaki ; Fujita, Masayuki

  • Author_Institution
    Dept. of Mech. & Control Eng., Tokyo Inst. of Technol., Tokyo, Japan
  • fYear
    2013
  • fDate
    10-13 Dec. 2013
  • Firstpage
    7634
  • Lastpage
    7640
  • Abstract
    In this paper, we investigate cooperative environmental monitoring for Pan-Tilt-Zoom(PTZ) visual sensor networks based on game theoretic cooperative control. In particular, we focus on one of the key goals of the monitoring task, i.e. monitoring environmental changes from a normal state. For this purpose, this paper first presents a novel formulation of the optimal environmental monitoring problem reflecting the above objective and characteristics of vision sensors. Then, the optimization problem is reduced to a potential game with potential function equal to the formulated objective function through an existing utility design technique, where the designed utility is shown to be computable through local computation and communication. We finally present a payoff-based learning algorithm, which refines [18] so that the sensors eventually take the potential function maximizes with high probability and local action constraints are dealt with. Finally, we run experiments on a testbed in order to demonstrate the effectiveness of the presented approach.
  • Keywords
    cooperative systems; distributed sensors; environmental monitoring (geophysics); game theory; image sensors; learning (artificial intelligence); optimisation; probability; PTZ visual sensor networks; cooperative environmental change monitoring; game theoretic cooperative control; local action constraints; local computation; objective function; optimal environmental monitoring problem; pan-tilt-zoom visual sensor networks; payoff-based learning algorithm; potential function; probability; utility design technique; Algorithm design and analysis; Games; Joints; Linear programming; Monitoring; Silicon; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
  • Conference_Location
    Firenze
  • ISSN
    0743-1546
  • Print_ISBN
    978-1-4673-5714-2
  • Type

    conf

  • DOI
    10.1109/CDC.2013.6761101
  • Filename
    6761101