Comparison of Attitude Determination Methodologies with Low Cost Inertial Measurement Unit for Autonomous Aerial Vehicle

被引:0
作者
Choi, M. H. [1 ]
Porter, R. [1 ]
Shirinzadeh, B. [1 ]
机构
[1] Monash Univ, Robot & Mech Res Lab, Mech & Aerosp Dept, Clayton, Vic 3800, Australia
来源
2013 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM): MECHATRONICS FOR HUMAN WELLBEING | 2013年
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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 degrees), 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.
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页码:1349 / 1354
页数:6
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