DocumentCode
1535805
Title
Combining Numerous Uncorrelated MEMS Gyroscopes for Accuracy Improvement Based on an Optimal Kalman Filter
Author
Chang, Honglong ; Xue, Liang ; Jiang, Chengyu ; Kraft, Michael ; Yuan, Weizheng
Author_Institution
Dept. of Microsyst. Eng., Northwestern Polytech. Univ., Xi´´an, China
Volume
61
Issue
11
fYear
2012
Firstpage
3084
Lastpage
3093
Abstract
In this paper, an approach to improve the accuracy of microelectromechanical systems (MEMS) gyroscopes by combining numerous uncorrelated gyroscopes is presented. A Kalman filter (KF) is used to fuse the output signals of several uncorrelated sensors. The relationship between the KF bandwidth and the angular rate input is quantitatively analyzed. A linear model is developed to choose suitable system parameters for a dynamic application of the concept. Simulation and experimental tests of a six-gyroscope array proved that the presented approach was effective to improve the MEMS gyroscope accuracy. The experimental results indicate that six identical gyroscopes with a noise density of 0.11°/s/√Hz and a bias instability of 62°/h can be combined to form a virtual gyroscope with a noise density of 0.03°/s/√Hz and a bias instability of 16.8°/h . The accuracy improvement is better than that of a simple averaging process of the individual sensors.
Keywords
Kalman filters; array signal processing; correlation methods; gyroscopes; micromechanical devices; accuracy improvement; angular rate input; bias instability; linear model; microelectromechanical systems; noise density; optimal Kalman filter; six-gyroscope array; system parameters; uncorrelated MEMS gyroscopes; uncorrelated sensors; virtual gyroscope; Array signal processing; Filtering; Gyroscopes; Kalman filters; Microelectromechanical devices; Array signal processing; filtering; gyroscope; microelectromechanical devices; random noise;
fLanguage
English
Journal_Title
Instrumentation and Measurement, IEEE Transactions on
Publisher
ieee
ISSN
0018-9456
Type
jour
DOI
10.1109/TIM.2012.2200818
Filename
6214600
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