• DocumentCode
    2589167
  • Title

    A new utility function for smooth transition between exploration and exploitation of a wind energy field

  • Author

    Jen Jen Chung ; Angel, M. ; Soto, T. ; Sukkarieh, Salah

  • Author_Institution
    Australian Centre for Field Robot., Univ. of Sydney, Sydney, NSW, Australia
  • fYear
    2012
  • fDate
    7-12 Oct. 2012
  • Firstpage
    4999
  • Lastpage
    5005
  • Abstract
    This paper presents a new data driven utility function for an unmanned aerial vehicle (UAV) mapping and exploiting a wind field. The proposed utility function provides a continuous scale between exploration and exploitation which is dependent on the difference between the current platform energy level and the uncertainty along a planned path. Tests were carried out in a VICON testbed using quadrotors programmed to emulate fixed-wing aircraft. Results show a 47.7% reduction in energy gain loitering time when compared to a pure information gain approach.
  • Keywords
    aerospace components; autonomous aerial vehicles; helicopters; path planning; robot vision; wind power; UAV mapping; VICON testbed; energy gain loitering time reduction; energy level; fixed-wing aircraft emulation; path planning uncertainty; quadrotors; smoothing technique; unmanned aerial vehicle mapping; utility function; wind energy field exploitation; wind energy field exploration; Current measurement; Energy states; Estimation error; Gain measurement; Smoothing methods; Uncertainty; Wind energy;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on
  • Conference_Location
    Vilamoura
  • ISSN
    2153-0858
  • Print_ISBN
    978-1-4673-1737-5
  • Type

    conf

  • DOI
    10.1109/IROS.2012.6385736
  • Filename
    6385736