DocumentCode
3563799
Title
Complementary filter for orientation estimation: Adaptive gain based on dynamic acceleration and its change
Author
Widodo, Romy Budhi ; Edayoshi, Hiraku ; Wada, Chikamune
Author_Institution
Grad. Sch. of Life Sci. & Syst. Eng., Kyushu Inst. of Technol., Fukuoka, Japan
fYear
2014
Firstpage
906
Lastpage
909
Abstract
An attitude and heading reference system that comprises a low-cost inertial measurement unit and a magnetometer is often inaccurate during highly dynamic motion. To mitigate sensor errors, we used a well-known complementary filter. The basic objective in using this filter was to compensate for the drift in the gyro by using the accelerometer and magnetometer as an assistance component. This paper presents the design of an adaptive mechanism to adjust filter gain using a fuzzy logic controller. We hypothesize that dynamic acceleration and change in dynamic acceleration can be used as inputs for the controller. The controller thus produces two adaptive gains for use as filter gains. The experimental result shows that the estimated angle has a good trend until a specific time, i.e., until the influence of the gyro-drift causes estimated angle divergence.
Keywords
accelerometers; adaptive filters; angular measurement; biomedical equipment; biomedical measurement; control system synthesis; fuzzy control; gait analysis; magnetometers; accelerometer; adaptive gains; angle divergence estimation; complementary filter; dynamic acceleration; filter gains; fuzzy logic controller; gyro-drift; low-cost inertial measurement unit; magnetometer; mitigate sensor errors; orientation estimation; Acceleration; Accelerometers; Adaptive filters; Estimation; Fuzzy logic; Magnetic separation; Magnetometers; AHRS; adaptive gain; complementary filter; orientation;
fLanguage
English
Publisher
ieee
Conference_Titel
Soft Computing and Intelligent Systems (SCIS), 2014 Joint 7th International Conference on and Advanced Intelligent Systems (ISIS), 15th International Symposium on
Type
conf
DOI
10.1109/SCIS-ISIS.2014.7044755
Filename
7044755
Link To Document