DocumentCode :
2405351
Title :
Complementary filtering approach to orientation estimation using inertial sensors only
Author :
Kubelka, Vladimir ; Reinstein, Michal
Author_Institution :
Dept. of Meas., Czech Tech. Univ. in Prague, Prague, Czech Republic
fYear :
2012
fDate :
14-18 May 2012
Firstpage :
599
Lastpage :
605
Abstract :
Precise and reliable estimation of orientation plays crucial role for any mobile robot operating in unknown environment. The most common solution to determination of the three orientation angles: pitch, roll, and yaw, relies on the Attitude and Heading Reference System (AHRS) that exploits inertial data fusion (accelerations and angular rates) with magnetic measurements. However, in real world applications strong vibration and disturbances in magnetic field usually cause this approach to provide poor results. Therefore, we have devised a new approach to orientation estimation using inertial sensors only. It is based on modified complementary filtering and was proved by precise laboratory testing using rotational tilt platform as well as by robot field-testing. In the final, the algorithm well outperformed the commercial AHRS solution based on magnetometer aiding.
Keywords :
attitude control; filtering theory; magnetic field measurement; magnetometers; mobile robots; path planning; sensor fusion; sensors; AHRS; accelerations; angular rates; attitude-and-heading reference system; complementary filtering approach; inertial data fusion; inertial sensors; magnetic field disturbance; magnetic field vibration; magnetic measurements; magnetometer aiding; mobile robot; orientation estimation; pitch orientation angle; robot field-testing; roll orientation angle; yaw orientation angle; Estimation; IIR filters; Low pass filters; Position measurement; Sensors; Vibrations;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation (ICRA), 2012 IEEE International Conference on
Conference_Location :
Saint Paul, MN
ISSN :
1050-4729
Print_ISBN :
978-1-4673-1403-9
Electronic_ISBN :
1050-4729
Type :
conf
DOI :
10.1109/ICRA.2012.6224564
Filename :
6224564
Link To Document :
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