A novel Kalman filter for combining outputs of MEMS gyroscope array
► Fusing outputs of the MEMS gyroscopes array to improve accuracy is presented. ► Theoretical mathematical model for the accuracy improvement is described. ► A combined Kalman filter is designed and analyzed by an analytic solution. ► A linear equation is developed for choosing a variance for modeli...
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Veröffentlicht in: | Measurement : journal of the International Measurement Confederation 2012-05, Vol.45 (4), p.745-754 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | ► Fusing outputs of the MEMS gyroscopes array to improve accuracy is presented. ► Theoretical mathematical model for the accuracy improvement is described. ► A combined Kalman filter is designed and analyzed by an analytic solution. ► A linear equation is developed for choosing a variance for modeling rate signal. ► ARW and bias drift are reduced from 6.2°√h to 1.6°√h and 62°/h to 17.2°/h by KF.
In this paper, a Kalman filter for combining outputs of a gyroscope array is presented to improve the accuracy of microelectromechanical system (MEMS) gyroscope. A theoretical mathematical model for the accuracy improvement is described. Especially, a discrete-time filter is designed by solving the covariance differential equation with an analytic solution. Performances of presented filter are analyzed by the simulations. Finally, a developed system consisting of six-gyroscope array is implemented to test the performance of the Kalman filter. The experimental results showed a noise density of 0.03°/s/√Hz for the combined rate signal compared to the 0.11°/s/√Hz for the individual gyroscope in the array. The analysis of results measured from Allan variance demonstrated a bias instability of 17.2°/h and angular random walk of 1.6°/√h, whereas the corresponding values for the individual gyroscope is 62°/h and 6.2°/√h, respectively. It proved that the presented approach is effective to improve the MEMS gyroscope accuracy. |
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ISSN: | 0263-2241 1873-412X |
DOI: | 10.1016/j.measurement.2011.12.016 |