• 中国科技核心期刊
  • Scopus收录期刊
  • DOAJ收录期刊
  • JST收录期刊
  • Euro Pub收录期刊
Volume 32 Issue 5
Oct  2024
Turn off MathJax
Article Contents
RUAN Wei, HUANG Hai, HONG Jianying, QIN Bin. Study on Field Data Fusion and Calibration Techniques of MEMS Array[J]. Journal of Unmanned Undersea Systems, 2024, 32(5): 884-890. doi: 10.11993/j.issn.2096-3920.2023-0140
Citation: RUAN Wei, HUANG Hai, HONG Jianying, QIN Bin. Study on Field Data Fusion and Calibration Techniques of MEMS Array[J]. Journal of Unmanned Undersea Systems, 2024, 32(5): 884-890. doi: 10.11993/j.issn.2096-3920.2023-0140

Study on Field Data Fusion and Calibration Techniques of MEMS Array

doi: 10.11993/j.issn.2096-3920.2023-0140
  • Received Date: 2023-11-05
  • Accepted Date: 2024-03-01
  • Rev Recd Date: 2023-12-13
  • Available Online: 2024-06-05
  • Due to the poor bias repeatability and large random noise of a micro electro mechanical system (MEMS), the Allan variance was used to analyze the random angle walk of MEMS. The information fusion algorithm of array gyro was designed by using Allan variance identification value and weighted least square method, which could effectively reduce the random angle walk and respond to the true angular rate in real time under both static and dynamic conditions. For the constant drift of MEMS gyro, a two-position calibration scheme was designed combined with the observability of the error of the inertial navigation system, so as to complete system-level calibration of constant drift. Simulation results show that the method proposed in this paper effectively reduces the random angle walk and the constant drift of MEMS gyro and significantly improves the inertial measurement accuracy of MEMS.

     

  • loading
  • [1]
    刘明雍, 朱立, 董海霞. 基于卡尔曼滤波的陀螺仪阵列技术研究[J]. 兵工学报, 2016, 37(2): 272-278. doi: 10.3969/j.issn.1000-1093.2016.02.012

    LIU M Y, ZHU L, DONG H X. Research on gyroscope array based on Kalman filter[J]. Acta Armamentarii, 2016, 37(2): 272-278. doi: 10.3969/j.issn.1000-1093.2016.02.012
    [2]
    WANG J, OLSON E. High-performance inertial measurements using a redundant array of inexpensive gyroscopes (RAIG)[J]. IEEE, 2015: 71-76.
    [3]
    V RICHARD, Z AHMED. Reduce-drift virtual gyro from an array of low-cost gyros[J]. Sensors, 2017, 17(2): 352. doi: 10.3390/s17020352
    [4]
    吉训生, 王寿荣. 硅微陀螺阵列信号处理技术研究[J]. 宇航学报, 2009, 30(1): 235-239. doi: 10.3873/j.issn.1000-1328.2009.00.041

    JI X S, WANG S R. Research on signal procession of silicon micro-gyroscope array[J]. Journal of Astronautics, 2009, 30(1): 235-239. doi: 10.3873/j.issn.1000-1328.2009.00.041
    [5]
    刘洁瑜, 沈强, 李灿, 等. 基于优化KF的MEMS陀螺阵列信号融合方法[J]. 系统工程与电子技术, 2010, 38(12): 2705-2710.

    LIU J Y, SHEN Q, LI C, et al. Fusion method of MEMS gyro array signals based on optimal KF[J]. Systems Engineering and Electronics, 2010, 38(12): 2705-2710.
    [6]
    沈强, 刘洁瑜, 汪立新, 等. MEMS陀螺阵列技术研究进展[J]. 导航与控制, 2017, 16(5): 97-103, 46. doi: 10.3969/j.issn.1674-5558.2017.05.017

    SHEN Q, LIU J Y, WANG L X, et al. Fusion method of MEMS gyro array signals based on optimal KF[J]. Systems Engineering and Electronics, 2017, 16(5): 97-103, 46. doi: 10.3969/j.issn.1674-5558.2017.05.017
    [7]
    任亚飞, 柯熙政. 多尺度小波分解在微机电陀螺数据处理中的应用[J]. 应用科学学报, 2010, 28(4): 394-398. doi: 10.3969/j.issn.0255-8297.2010.04.011

    REN Y F, KE X Z. Fusion of multi-scale wavelet decomposition and application to MEMS gyroscope data processing[J]. Journal of Applied Sciences, 2010, 28(4): 394-398. doi: 10.3969/j.issn.0255-8297.2010.04.011
    [8]
    任亚飞, 柯熙政. 微机电陀螺数据融合中小波基的选择[J]. 信息与控制, 2010, 39(5): 136-140.

    REN Y F, KE X Z. Wavelet base selection for data fusion of MEMS[J]. Information and Control, 2010, 39(5): 136-140.
    [9]
    LUO Z, LIU C, YU S, et al. Design and analysis of a novel virtual gyroscope with multi-gyroscopeaand accelerometer array[J]. Review of Scientific Instruments, 2016, 87(8): 085003. doi: 10.1063/1.4960304
    [10]
    罗璋. 基于融冗余传感器的虚拟陀螺技术及其应用研究[D]. 武汉: 华中科技大学, 2017.
    [11]
    张亦朴, 焦玉冰, 郭肖亭. 基于阵列技术的冗余陀螺仪数据融合方法[J]. 电子测量技术, 2022, 45(22): 24-31.

    ZHANG Y P, JIAO Y B, GUO X T. Data fusion method of redundant gyroscope based on array technology[J]. Electronic Measurement Technology, 2022, 45(22): 24-31.
    [12]
    张华强, 赵剡, 陈雨. 基于支持度的MEMS陀螺融合方法[J]. 宇航计测技术, 2012, 32(2): 18-21. doi: 10.3969/j.issn.1000-7202.2012.02.006

    ZHANG H Q, ZHAO Y, CHEN Y. Information fusion of MEMS-gyro based on support degree[J]. Journal of Astronautic Metrology and Measurement, 2012, 32(2): 18-21. doi: 10.3969/j.issn.1000-7202.2012.02.006
    [13]
    吕琦炜, 鲍其莲. 虚拟陀螺改进卡尔曼滤波设计[J]. 电子设计工程, 2015(19): 24-29. doi: 10.3969/j.issn.1674-6236.2015.19.008

    LÜ Q W, BAO Q L. Novel Kalman filtering algorithm for virtual gyroscop[J]. Electronic Design Engineering, 2015(19): 24-29. doi: 10.3969/j.issn.1674-6236.2015.19.008
    [14]
    张鹏, 常洪龙, 苑伟政, 等. 虚拟陀螺技术研究[J]. 传感技术学报, 2006, 19(5): 2226-2229. doi: 10.3969/j.issn.1004-1699.2006.05.242

    ZHANG P, CHANG H L, YUAN W Z, et al. On improving the accuracy of micromachined gyroscopes based on multi-sensors fusion[J]. Chinese Journal of Sensors and Actuators, 2006, 19(5): 2226-2229. doi: 10.3969/j.issn.1004-1699.2006.05.242
    [15]
    何昆鹏, 程万娟, 高廷滨, 等. 虚拟陀螺技术在MEMS惯性导航系统中的应用[J]. 哈尔滨工程大学学报, 2009, 30(10): 1123-1128. doi: 10.3969/j.issn.1006-7043.2009.10.008

    HE K P, CHENG W J, GAO T B, et al. Virtual gyro technique applied in the MEMS INS[J]. Journal of Harbin Engineering University, 2009, 30(10): 1123-1128. doi: 10.3969/j.issn.1006-7043.2009.10.008
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(14)

    Article Metrics

    Article Views(325) PDF Downloads(52) Cited by()
    Proportional views
    Related
    Service
    Subscribe

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return