期刊文献+

基于MUBF算法的微机械陀螺输出降噪方法 被引量:1

Noise reduction of MEMS gyroscope based on MUBF algorithm
下载PDF
导出
摘要 针对微机械(micro electro mechanical system,MEMS)陀螺输出漂移不确定性,提出采用最小上限滤波(minimum upper-bound filter,MUBF)算法实现MEMS陀螺输出信号降噪处理,该算法将漂移看作陀螺输出信号中的未知干扰,通过获取漂移变化方差上限,利用凸优化动态寻优得到角速率估计。相比卡尔曼滤波算法(Kalman filter,KF),MUBF算法可以在陀螺输出漂移模型未知的情况下工作,弱化陀螺信号降噪处理条件。陀螺静态和动态实验结果表明:MUBF算法能够有效降低陀螺噪声且优于KF算法降噪效果,该算法为MEMS陀螺降噪研究提供新思路。 Due to uncertain bias drift of the micro electro mechanical system (MEMS) gyroscope, the minimum upper-bound filter (MUBF) algorithm is presented to reduce the signal noise of MEMS gyroscope. Here, the bias drift is treated as unknown disturbance. In pursuit of the maximum variance value of the bias drift, the convex optimization process is then utilized to estimate the angular rate output of the MEMS gyroscope. Compared with the Kalman filter (KF) algorithm, the MUBF algorithm can work without a priori delicate bias drift evolvement model, while the condition of the filter existence is easily satisfied. Experimental results show that filtering effectiveness based on the MUBF algorithm is remarkable to suppress the bias drift of the MEMS gyroscope and better than that of the KF algorithm. The proposed method provides a new way to decrease the signal noise of the MEMS gyroscope in practice.
出处 《系统工程与电子技术》 EI CSCD 北大核心 2016年第11期2457-2461,共5页 Systems Engineering and Electronics
基金 国家自然科学基金(61135001 61374023 61374159 61403309 61573287)资助课题
关键词 微机械陀螺 漂移建模 最小上限滤波 凸优化 micro electro mechanical system (MEMS) gyroscope drift modeling minimum upper-bound filter (MUBF) convex optimization
  • 相关文献

参考文献5

二级参考文献23

  • 1张树侠,闫威.激光陀螺漂移的数据建模和滤波[J].中国惯性技术学报,1999,7(4):71-73. 被引量:14
  • 2翁海娜,李滋刚,万德钧.液浮陀螺漂移的试验建模研究[J].中国惯性技术学报,1999,7(2):31-35. 被引量:18
  • 3武丽花,凌林本.三浮陀螺仪漂移模型的建立及MATLAB实现[J].中国惯性技术学报,2004,12(6):75-78. 被引量:11
  • 4丁衡高.《惯性技术文集》[M].北京:国防工业出版社,1994.1..
  • 5杨福生.小波变换的工程分析与应用[M].科学出版社,2003.4.
  • 6Phoony S M.A New Class of Two-Channel Biorthogonal Filter Banks and Wavelet[J].IEEE trans On SP,1995,43,649-665.
  • 7郭秀中.《惯导系统陀螺仪理论》.国防工业出版社,1996.7出版.
  • 8S Mallat. A theory for multi-resolution signal decomposition: the wavelet representation[J]. IEEE Trans. on Pattern Analysis and Machine Intel 1989,11(7)
  • 9BAE S Y, HAYWORTH K J, YEE K Y, et al. High performance MEMS Micro-Gyroscope[C]. Proc. SPIE, 2002, 4755:316-324.
  • 10SHARMA A, ZAMAN M F, ZUCHER M, etal. A 0. HR bias drift electronically matched tuning fork microgyroscope [C]. IEEE 21st International Conference on Micro Electro Mechanical Systems, 2008, MEMS 2008, Tucson, AZ, USA, January, 2008:6-9.

共引文献57

同被引文献7

引证文献1

二级引证文献3

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部