期刊文献+

基于RBF网络辨识的挠性卫星姿态自适应控制 被引量:3

Self-Adaptation Control of Flexible Satellite Attitude Based on RBF Identification Network
下载PDF
导出
摘要 为满足挠性卫星姿态控制的更高要求,提出了一种基于径向基函数(RBF)网络辨识的模糊自适应控制方法。根据卫星姿态动力学方程,将RBF辨识网络引入模糊神经网络的T-S模型,以辨识卫星,在线修改模糊神经控制器(FNC)参数,使卫星的姿态角度达到设定值。仿真结果表明:该法能有效克服卫星的不确定性,提高卫星姿态的控制精度。 In order to satisfy the demand of the self-adaptation of the flexible satellite attitude control system, a fuzzy self-adaptation control method based on radial basis function (RBF) identification network was presented in this paper. According to the attitude dynamic equation of the satellite, RBF identification network was added into the T-S model of fuzzy neural controller (FNC) to realize the satellite identification and on-line regulating of the parameters of FNC, which would let the attitude of satellite achieve the anticipant value at last. The simulation results showed that the method would resolve the satellite model uncertainty effectively and improve the accuracy of the flexible satellite attitude.
出处 《上海航天》 2009年第2期40-44,共5页 Aerospace Shanghai
关键词 挠性卫星 姿态控制 径向基函数网络 T-S模型 模糊自适应 Flexible satellite Attitude control Radial basis function network Takagi-Sugeno model Fuzzy selfadaptation
  • 相关文献

参考文献5

二级参考文献6

  • 1Steyn W H. Fuzzy control for a non-linear MIMO plant subject to control constrains [J]. IEEE Transactions on System, Man, and Cybernetics,1994, 24(10): 1565--1571.
  • 2Lin C T, Lee C S G. Neural-network-based fuzzy logic control and decision system [ J ]. IEEE Transactions on Computers, 1991, 40 (12) : 1320 --1336.
  • 3Chen G R, Pham T T, Weiss J J. Fuzzy modeling of control systems[J]. IEEE Transactions on Aerospace and Electronic Systems, 1995, 31(1):414--429.
  • 4Berenji H R, Khedkar P. Learning and tuning fuzzy logic controllers through reinforcements [J]. IEEE Transactions on Neural Network, 1992, 3(5):724--740.
  • 5Boskovic J D, Li S M, Mehra R K. Robust adaptive variable structure control of spacecraft under control input saturation [J]. Journal of Guidance, Control,and Dynamics, 2001, 24(1): 14--22.
  • 6乔溪荣,李宝绶.模糊神经网络控制器及其在航天器姿态控制系统中的应用研究[J].控制工程(北京),1998(1):17-22. 被引量:9

共引文献13

同被引文献55

引证文献3

二级引证文献7

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