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
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;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on
Conference_Location :
Vilamoura
Print_ISBN :
978-1-4673-1737-5
DOI :
10.1109/IROS.2012.6385736