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基于RBF网络的航空发动机预测滑模控制

苗卓广 谢寿生 丁键 王磊

苗卓广, 谢寿生, 丁键, 等 . 基于RBF网络的航空发动机预测滑模控制[J]. 北京航空航天大学学报, 2013, 39(12): 1601-1606.
引用本文: 苗卓广, 谢寿生, 丁键, 等 . 基于RBF网络的航空发动机预测滑模控制[J]. 北京航空航天大学学报, 2013, 39(12): 1601-1606.
Miao Zhuoguang, Xie Shousheng, Ding Jian, et al. Predictive sliding mode control for aero-engine based on RBF network[J]. Journal of Beijing University of Aeronautics and Astronautics, 2013, 39(12): 1601-1606. (in Chinese)
Citation: Miao Zhuoguang, Xie Shousheng, Ding Jian, et al. Predictive sliding mode control for aero-engine based on RBF network[J]. Journal of Beijing University of Aeronautics and Astronautics, 2013, 39(12): 1601-1606. (in Chinese)

基于RBF网络的航空发动机预测滑模控制

详细信息
  • 中图分类号: V233.7

Predictive sliding mode control for aero-engine based on RBF network

  • 摘要: 针对航空发动机是一个不确定性的强非线性系统,借鉴预测控制的思想,提出了基于径向基函数RBF (Radical Basis Function)网络的航空发动机预测滑模控制.首先利用RBF网络建立航空发动机预测模型,进而得到滑模预测模型;其次在线修正网络参数实时反馈校正滑模预测模型,滚动优化求取控制量;然后采用另外一个RBF神经网络实现了全包线建模和控制;最后分析了控制系统的收敛性.仿真结果表明,所设计的控制器性能良好,能有效地抑制参数摄动和干扰的影响.

     

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出版历程
  • 收稿日期:  2013-01-22
  • 网络出版日期:  2013-12-30

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