期刊文献+

粒子滤波在卫星轨道确定中的应用 被引量:7

Satellites orbit determination based on particle filtering
在线阅读 下载PDF
导出
摘要 卫星轨道确定问题中可能存在初始估计信息误差较大、状态及测量误差分布不是高斯分布等问题,为了寻求一个能采用解决这两种问题的方法,本文采用了“采样-重要性-重采样”SIR(Sampling Importance Resampling)粒子滤波算法作为滤波方法,以地磁场矢量为测量量,对低地球轨道卫星的轨道数据进行自主的估计.为了避免该滤波算法中的采样贫乏的问题,采用了一个崎岖化方法来克服采样贫乏问题.最后给出了此方法应用到了卫星轨道确定问题中的数字仿真实例. The great information error of initial estimation and non-Gaussian distribution of state and measurement error may exist in the satellite orbit determination problem. To solve these two problems, the sampling-importance-resampling(SIR) particale filter is used to estimate the satellite orbit. The filter measurement information is obtained from the magnetometer' s measurement. To avoid the sampling sparse problem of this filter method, a rough method has been used. Finally a simulation is given to estimate the satellite orbit.
出处 《控制理论与应用》 EI CAS CSCD 北大核心 2005年第4期573-577,共5页 Control Theory & Applications
基金 863-701青年基金资助项目(2002AA717016).
  • 相关文献

参考文献14

  • 1WIEGAND M. Autonomous satellite navigation via Kalman filtering of magnetometer data [ J ]. Acta Astronautica, 1996,38 (4 - 8 ): 395 -403.
  • 2ARULAMPALAM M S, MASKELL S, GORDON N, et al. A tutorial on particle filter for online nonlinear/non-gaussian Bayesian tracking[J]. IEEE Trans on Signal Processing ,2002,50(2): 174 - 188.
  • 3ISARD M, BLAKE A. Condensation - conditional density propagation for visual tracking [J]. Int J of Computer Vision, 1998,29( 1 ):5 -28.
  • 4VERMAAK J, ANDRIEU C, DOUCET A, et al. Particle methods for Bayesian modeling and enhancement of speech signals [ J ]. IEEE Trans on Speech and Audio Processing ,2002,10(3): 173- 185.
  • 5CHANG C, ANSARI R. Kernel particle filter for visual tracking [ J].IEEE Signal Processing Letters ,2005,12(3) :242 - 245.
  • 6SHAOHUA K Z. CHELLAPPA R, MOGHADDAM B. Visual tracking and recognition using appearance-adaptive models in particle filters [J]. IEEE Trans on Image Processing ,2004, 13( 11 ): 1491 -1506.
  • 7WARD D B, Lehmann E A, WILLIAMSON R C. Particle filtering algorithms for tracking an acoustic source in a reverberant environment[ J ]. IEEE Trans on Speech and Audio Processing, 2003, 11 ( 6 ):826 - 836.
  • 8LI Ping, KADIRK V. Particle filtering based likelihood ratio approach to fault diagnolsis in nonlinear stochastic systems [ J]. IEEE Trans on Systems, Man and Cybernetics ,2001,31(3) :337 - 343.
  • 9DENG R H, LAZAR A A, WANG W. A probabilistic approach to fault diagnosis in linear lightwave networks [ J ]. IEEE J of Selected Areas in Communications, 1993,11 (9): 1438 - 1448.
  • 10CHIEN Chen-Fu, CHEN Shi-Lin, LIN Yih-Shin. Using Bayesian network for fault location on distribution feeder [ J ]. IEEE Trans on Power Delivery, 2002,17 (3): 785 - 793.

二级参考文献1

共引文献12

同被引文献67

引证文献7

二级引证文献31

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