• DocumentCode
    1812275
  • Title

    Application of a probabilistic market-based approach in UAV sensor & perception management

  • Author

    Russ, Martin ; Stutz, Peter

  • Author_Institution
    Inst. of Flight Syst., Univ. of the Bundeswehr Munich (UniBwM), Munich, Germany
  • fYear
    2013
  • fDate
    9-12 July 2013
  • Firstpage
    676
  • Lastpage
    683
  • Abstract
    The integration of unmanned airborne sensor platforms into distributed sensor networks is considered beneficial in terms of extending the surveillance area and enhancing multi-perspective sensor data fusion. In this context, exploiting the respective platform capabilities, but hiding the complex airborne system internals e.g. platform guidance and sensor control is one of the challenges. We propose a task based deployment of such UAVs (Unmanned Aerial Vehicles) combined with an onboard Sensor- and Perception Management System (SPMS) capable of coping with dynamic environments and resource limitation. Herein environmental dependencies and sensor constraints are modeled with expert knowledge using Bayesian networks and evaluated within a market based coordination approach during flight.
  • Keywords
    autonomous aerial vehicles; belief networks; probability; sensor placement; wireless sensor networks; Bayesian networks; SPMS; UAV sensor; complex airborne system; distributed sensor networks; environmental dependency; expert knowledge; market based coordination approach; multiperspective sensor data fusion; onboard sensor-and perception management system; platform guidance; probabilistic market-based approach; sensor constraints; sensor control; surveillance area; task based deployment; unmanned aerial vehicles; unmanned airborne sensor platforms; Algorithm design and analysis; Bayes methods; Computational modeling; Resource management; Robot sensing systems; Robustness; Runtime; Bayesian Environmental Dependencies Modeling; Bayesian Network; Market-Based Coordination; Resource Allocation; Sensor Network; Sensor-Perception Management; Task Based Guidance; UAV Deployment;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2013 16th International Conference on
  • Conference_Location
    Istanbul
  • Print_ISBN
    978-605-86311-1-3
  • Type

    conf

  • Filename
    6641347