Adaptive Kalman Filter Enhanced With Spectrum Analysis for Wide-Bandwidth Angular Velocity Estimation Fusion

被引:9
作者
Ji, Yue [1 ]
Du, Yun [1 ]
Yan, Guozhong [1 ]
Li, Xingfei [2 ]
Wu, Jun [3 ]
Tuo, Weixiao [2 ]
Li, Jinyi [1 ]
机构
[1] Tiangong Univ, Key Lab Adv Elect Engn & Energy Technol, Tianjin 300387, Peoples R China
[2] Tianjin Univ, State Key Lab Precis Measuring Technol & Instrume, Tianjin 300072, Peoples R China
[3] Civil Aviat Univ China, Aeronaut Engn Inst, Tianjin 300300, Peoples R China
基金
中国国家自然科学基金;
关键词
Kalman filters; Sensors; Gyroscopes; Magnetohydrodynamics; Mathematical model; Micromechanical devices; Estimation; Inertial stabilization platform; signal fusion; inertial sensor; adaptive Kalman filter; spectrum analysis; MHD gyroscope; SENSOR; GYROSCOPE;
D O I
10.1109/JSEN.2020.2997780
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
The optoelectronic inertial stabilization platform is widely used in the fields of astronomical observation, monitoring and search, quantum communication and other fields, which all need strong vibration suppression and tracking capability. To realize high-precision angular measurement throughout the wide bandwidth for inertial stabilization platform, the fusion algorithm is studied to fuse the signals of magnetohydrodynamic (MHD) and microelectromechanical (MEMS) gyroscope. The basic adaptive Kalman filter experiences signal-to-noise ratio and fusion-frequency jitter problems because of the measurement transfer matrix deviation, making it unsuitable for quick dynamic systems. This paper proposes an adaptive Kalman filter enhanced with spectrum analysis by connecting the measurement covariance with the signal frequencies. This method divides the trace of the modified measurement covariance into three parts according to frequency domain characteristics. Based on the frequency analysis, the filter output mainly depended on the MEMS gyroscope at low frequencies, fusion results of the two gyroscopes in the intermediate frequency-domain, and the MHD gyroscope at high frequencies. This theory is verified in the swept frequency experiment and comparative experiments, including multi-harmonic sinusoidal and step response tests compared with combing filter and closed-loop filter. The tests results show that the fusion signal is identical with the actual signal throughout the measurement bandwidth, and the fusion signal-to-noise ratio is improved. The frequency characteristics and noise level of the fusion algorithm satisfy the requirements of optoelectronic inertial stabilization vibration measurement.
引用
收藏
页码:11527 / 11536
页数:10
相关论文
empty
未找到相关数据