Title :
Comparison of attitude determination methodologies with low cost inertial measurement unit for autonomous aerial vehicle
Author :
Choi, Min Ho ; Porter, Richard ; Shirinzadeh, Bijan
Author_Institution :
Mech. & Aerosp. Dept., Monash Univ., Melbourne, VIC, Australia
Abstract :
Three attitude determination algorithms are compared in this paper. The three methods are the complementary filter, a quaternion-based Kalman filter and a quaternion-based gradient decent algorithm. To investigate and compare their performance, experiments were conducted and the results analysed. This paper shows that the complementary filter requires the least computational power; quaternion based gradient decent algorithm has the best noise filtering ability; quaternion based gradient algorithm has the highest accuracy. Since each algorithm makes use of the quaternion, the quaternion to Euler angle singularity property must be investigated. Experiments conducted show that when Y-rotation approach the singularity position (±90°), the X-rotation drifts away from the reference input. This paper proposes the use of a set of imaginary input which replaces the original input during Y-rotation approaching the singularity position.
Keywords :
Kalman filters; attitude control; autonomous aerial vehicles; gradient methods; inertial systems; Euler angle singularity property; X-rotation; Y-rotation approach; attitude determination methodologies; autonomous aerial vehicle; complementary filter; low cost inertial measurement unit; noise filtering ability; quaternion-based Kalman filter; quaternion-based gradient decent algorithm; Accelerometers; Heating; Kalman filters; Magnetometers; Process control; Robots; Rotation measurement;
Conference_Titel :
Advanced Intelligent Mechatronics (AIM), 2013 IEEE/ASME International Conference on
Conference_Location :
Wollongong, NSW
Print_ISBN :
978-1-4673-5319-9
DOI :
10.1109/AIM.2013.6584282