Volume 27 Issue 8
Aug.  2012
Turn off MathJax
Article Contents
FU Hui-min, WU Yun-zhang, LOU Tai-shan. Adaptive extended incremental Kalman filter method[J]. Journal of Aerospace Power, 2012, 27(8): 1734-1737.
Citation: FU Hui-min, WU Yun-zhang, LOU Tai-shan. Adaptive extended incremental Kalman filter method[J]. Journal of Aerospace Power, 2012, 27(8): 1734-1737.

Adaptive extended incremental Kalman filter method

  • Received Date: 2012-02-29
  • Publish Date: 2012-08-28
  • Based on extended incremental Kalman filter (EIKF) and adaptive incremental Kalman filter (AIKF), the adaptive extended incremental Kalman filter (AEIKF) and analysis method were put forward, the key calculative steps were established. The measurement equations have many uncertainties and can't obtain precision parameters in actual environment(such as deep space exploration). Due to environmental factors and the instability of measurement equipments, the measurement data have unknown time-varying system errors in actual engineering, which leads to greater Kalman filtering error. Ultimately, the convergence of Kalman filter were reduced. The presented adaptive extended incremental Kalman filter method can successfully eliminate these unknown system errors. The method can estimate statistical characteristics of noise in real time and greatly improve the accuracy of filter. The method is simple to calculate and easy to apply in engineering.

     

  • loading
  • [1]
    邓自立.最优估计理论及其应用:建模、滤波、信息融合估计[M].哈尔滨:哈尔滨工业大学出版社,2005:98-186.
    [2]
    付梦印,邓志红,闫莉萍.Kalman滤波理论及其在导航系统中的应用[M].2版.北京:科学出版社,2010:160-164.
    [3]
    夏克强,周凤岐,周军,等.无陀螺卫星的非线性姿态估计算法及仿真研究[J].西北工业大学学报,2009,27(3): 406-410. XIA Keqiang,ZHOU Fengqi,ZHOU Jun,et al.Nonlinear attitude estimation algorithm for gyroless satellite and its simulation[J].Journal of Northwestern Polytechnical University,2009,27(3):406-410.(in Chinese)
    [4]
    Wan E A,Vander Merwe R.The unscented Kalman filter,in Kalman filtering and neural networks .http://www.cse.ogi.edu/PacSoft/projects/sec/wan01b.ps, 2004-03-10.
    [5]
    Julier S J,Uhlmauu J K.Unacented filter and nonlinear estimation[J].Proceedings of the IEEE,2004,92 (3):401-402.
    [6]
    Arulampalam S,Maskell S,Cordon N,et al.A tutorial on particle filters for online nonlinear/non:Gaussian Bayesian tracking[J].IEEE Trans. on Signal Processing,2002,50(2):174-188.
    [7]
    Shao H S,Lee W R,You K H.Robust adaptive Kalman filtering for nonlinearity compensation in laser interferometer //Proceedings of International Conference on Industrial Mechatronics and Automation (ICIMA-2010).Wuhan, China:IEEE,2010:206-209.
    [8]
    Hajiyev C.Fault tolerant integrated radar/inertial altimeter based on nonlinear robust adaptive Kalman filter[J].Aerospace Science and Technology, 2012,17(1):40-49.
    [9]
    傅惠民,吴云章,娄泰山.欠观测条件下的增量Kalman滤波方法[J].机械强度,2012,34(1):043-047. FU Huimin,WU Yunzhang,LOU Taishan.Incremental Kalman filter method under poor observation condition [J].Journal of Mechanical Strength,2012,34(1):043-047.(in Chinese)
    [10]
    傅惠民,娄泰山,吴云章.扩展增量Kalman滤波方法[J].航空动力学报,2012,27(4):777-781. FU Huimin,LOU Taishan,WU Yunzhang.Extended incremental Kalman filter method[J].Journal of Aerospace Power,2012,27(4):777-781.(in Chinese)
    [11]
    傅惠民,娄泰山,吴云章.无迹增量滤波方法[J].航空动力学报,2012,27(7):1625-1629. FU Huimin,LOU Taishan,WU Yunzhang.Unscented incremental filter method[J].Journal of Aerospace Power,2012,27(7):1625-1629.(in Chinese).
    [12]
    崔平远,侯友轩,裴福俊.基于自适应卡尔曼滤波的导航信息融合方法[J].控制工程,2011,18(4):531-534. CUI Pingyuan,HOU Youxuan,PEI Fujun.Information fusion of navigation system based onadaptive Kalman filter[J].Control Engineering of China,2011,18(4):531-534.(in Chinese)
    [13]
    GAO Shesheng,ZHONG Yongmin,LI Wei.Robust adaptive filtering method for SINS/SAR integrated navigation system[J].Aerospace Science and Technology,2011,15(6):425-430
    [14]
    Shi Y, Fang H, Yan M. Kalman filter:based adaptive control for networked systems with unknown parameters and randomly missing outputs[J]. International Journal of Robust and Nonlinear Control,2009:19(18):1976-1992.
    [15]
    傅惠民,吴云章,娄泰山.自适应增量Kalman滤波方法[J].航空动力学报,2012,27(6):1225-1229. FU Huimin,WU Yunzhang,LOU Taishan.Adaptive incremental Kalman filter method[J].Journal of Aerospace Power,2012,27(6):1225-1229.(in Chinese)
  • 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

    Article Metrics

    Article views (1847) PDF downloads(566) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return