期刊文献+

光纤陀螺随机漂移补偿中的数据融合方法(英文) 被引量:1

Data fusion method in random drift compensation of fiber optic gyroscope
下载PDF
导出
摘要 为提高光电平台的控制性能和稳定性,以平台反馈回路所用的光纤陀螺传感器为研究对象,对光纤陀螺角速率的历史输出、当前量测以及随机漂移进行融合补偿。采用双自回归模型确定了光纤陀螺时间序列输出的自回归多项式和光纤陀螺随机漂移的自回归关系。以陀螺当前输出为量测量,结合卡尔曼滤波算法将陀螺历史输出和历史随机漂移融合进状态方程,并进行随机漂移在线估计补偿。实验结果表明,光纤陀螺随机漂移的AR模型能达到90%拟合效果,经卡尔曼滤波补偿后随机漂移能降到1/10。该方法能很好地抑制光电平台三个框架轴光纤陀螺的随机漂移,补偿率为80%~90%。 In order to improve the control performance and stability of photoelectric platforms,the fiber optic gyroscope sensor module in the feedback loop is investigated as a case study.The historical output of angular rate,current measurement and random drift of fiber optic gyroscope are fused and compensated.The autoregressive relationship between the FOG's sequentially outputted autoregressive polynomial of and its random drift are determined with a double-autoregressive model.Then the current output of FOG is used as a measurement,while the historical output and the historical random drift of the FOG are integrated into the state equation of Kalman filter in order to estimate and compensate the FOG's drift online.Experimental results show that the AR model of the FOG's random drift can achieve 90% of fitting effect,the random drift can be reduced to 10% after the Kalman filter compensation.In addition,the proposed method can inhibit the FOG's random drift on the three-axis stabilized platform,and the compensation rate reaches 80%~90%.
出处 《中国惯性技术学报》 EI CSCD 北大核心 2016年第3期377-382,共6页 Journal of Chinese Inertial Technology
基金 山东省自然科学基金(ZR2015FL012,ZR2014EL024) 山东省高等学校科技计划项目(J14LN76) 国家自然科学基金(61302162)
关键词 光电平台 光纤陀螺随机漂移 信息融合 AR模型 卡尔曼滤波 photoelectric platform random drift fiber optic gyroscope information fusion Kalman filter
  • 相关文献

参考文献15

  • 1Hamza A,Hafiz R,Khan M M.Stabilization of panoramic videos from mobile multi-camera platforms[J].Image and Vision Computing,2015,37:20-30. 被引量:1
  • 2Fang Jiancheng,Yin Rui,Lei Xusheng.An adaptive decoupling control for three-axis gyro stabilized platform based on neural networks[J].Mechatronics,2015,27:38-46. 被引量:1
  • 3Aggarwal P,Bhatt D,Devabhaktuni V.Dempster Shafer neural network algorithm for land vehicle navigation application[J].Information Sciences,2013,253:26-33. 被引量:1
  • 4Ansalone L,Grava E,Curti F.Experimental results of a Terrain Relative Navigation algorithm using a simulated lunar scenario[J].Acta Astronautics,2015,116:78-92. 被引量:1
  • 5Carden E P,Brownjohn J M.ARMA modelled time-series classification for structural health monitoring of civil infrastructure[J].Mechanical Systems and Signal Processing,2008,22(2):295-314. 被引量:1
  • 6Narasimhappaa M,Sabata S L,Peesapatia R.An innovation based random weighting estimation mechanism for denoising fiber optic gyro drift signal[J].Optik-International Journal for Light and Electron Optics,2014,125(3):1192-1198. 被引量:1
  • 7Cabrera A F,Dremstrup K.Auditory and spatial navigation imagery in Brain-Computer Interface using optimized wavelets[J].Journal of Neuroscience Methods,2008,174(1):135-146. 被引量:1
  • 8Indelman V,Williams S,Kaess M.Information fusion in navigation systems via factor graph based incremental smoothing[J].Robotics and Autonomous Systems,2013,61(8):721-738. 被引量:1
  • 9Liu Yao-ying,Cui Xiao-wen,Zang Jun-bin.Systematically analysis of resonant fiber optic gyroscope[J].Optik-International Journal for Light and Electron Optics,2015,126(22):3420-3423. 被引量:1
  • 10Peesapati R,Sabat S L,Anumandla K K.Design and implementation of a realtime co-processor for denoising fiber optic gyroscope signal[J].Digital Signal Processing,2013,23(5):1813-1825. 被引量:1

二级参考文献4

  • 1Y. Yang,H. He,G. Xu.Adaptively robust filtering for kinematic geodetic positioning[J].Journal of Geodesy (-).2001(2-3) 被引量:4
  • 2Stelios P. Mertikas.Automatic and Online Detection of Small but Persistent Shifts in GPS Station Coordinates by Statistical Process Control[J].GPS Solutions.2001(1) 被引量:1
  • 3M. G. Petovello,K. O’Keefe,G. Lachapelle,M. E. Cannon.Consideration of time-correlated errors in a Kalman filter applicable to GNSS[J].Journal of Geodesy.2009(1) 被引量:1
  • 4S. P. Mertikas,C. Rizos.On-line detection of abrupt changes in the carrier-phase measurements of GPS[J].Journal of Geodesy.1997(8) 被引量:1

共引文献5

同被引文献11

引证文献1

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