Title :
Controller comparisons for autonomous railway following with a fixed-wing UAV
Author :
Jarrett, C. ; Perry, K. ; Stol, K.A.
Author_Institution :
Dept. of Mech. Eng., Univ. of Auckland, Auckland, New Zealand
Abstract :
The development of an on board vision-based path following system for a fixed-wing UAV is presented. The application is railway following and three path-following controllers have been investigated for their suitability for this task. The system is novel in that it includes all system components on board a lightweight and low-cost UAV. A vision system has been developed to characterise railway lines as first-order polynomials and relay this information to a flight controller. Its functionality was extended to provide information about the pixel distance between railway tracks, to be used to calculate the height of the plane above the railway. In simulation, the Non-Linear Guidance Law was found to be the controller that yielded the fastest settling times and least overshoot values; followed by the Vector Field method. A baseline PID method was the worst performing controller. Flight tests were performed to verify operation of the system but no conclusions could be drawn regarding controller performance.
Keywords :
aerospace control; aerospace testing; automatic optical inspection; autonomous aerial vehicles; nonlinear control systems; path planning; railways; robot vision; three-term control; autonomous railway following; baseline PID method; controller comparison; first-order polynomial; fixed-wing UAV; flight controller; flight test; lightweight UAV; low-cost UAV; nonlinear guidance law; on board vision-based path following system; path-following controller; pixel distance; railway line; railway track; system component; vector field method; vision system; Aircraft; Automation; Cameras; Mathematical model; Rail transportation; Robot sensing systems;
Conference_Titel :
Automation, Robotics and Applications (ICARA), 2015 6th International Conference on
Conference_Location :
Queenstown
DOI :
10.1109/ICARA.2015.7081132