期刊文献+

一种递归模糊神经网络自适应控制方法 被引量:9

An Adaptive Control Using Recurrent Fuzzy Neural Network
下载PDF
导出
摘要 构造了一种递归模糊神经网络(RFNN),该RFNN利用递归神经网络实现模糊推理,并通过在网络的第一层添加了反馈连接,使网络具有了动态信息处理能力.基于所设计的RFNN,提出了一种自适应控制方案,在该控制方案中,采用了两个RFNN分别用于对被控对象进行辨识和控制.将所提出的自适应控制方案应用于交流伺服系统,并给出了仿真实验结果,验证了所提方法的有效性. A kind of recurrent fuzzy neural network (RFNN) is constructed, in which, recurrent neural network is used to realize fuzzy inference and temporal relations are embedded in the network by adding feedback connections on the first layer of the network. On the basis of the proposed RFNN, an adaptive control scheme is proposed,in which,two proposed RFNNs are used to identify and control plant respectively. Simulation experiments are made by applying proposed adaptive control scheme on AC servo control problem to confirm its effectiveness.
出处 《电子学报》 EI CAS CSCD 北大核心 2006年第12期2285-2287,共3页 Acta Electronica Sinica
基金 国家自然科学基金项目(No.60075008) 湖南省自然科学基金(No.06JJ50121)
关键词 递归模糊神经网络 自适应控制 交流伺服 recurrent fuzzy neural network adaptive control AC servo
  • 相关文献

参考文献9

  • 1Y M Park,M S Choi,K Y Lee.An optimal tracking neuro-controller for nonlinear dynamic systems[J].IEEE Trans on Neural Networks,1996,7(5):1099-1110.
  • 2K S Narendra,K Parthasarathy.Identification and control of dynamical systems using neural networks[J].IEEE Trans on Neural Networks,1996,1(1):4-27.
  • 3M A Brdys,G J Kulawski.Dynamic neural controllers for induction motor[J].IEEE Trans on Neural Networks,1999,10(2):340-355.
  • 4C C Ku,K Y Lee.Diagonal recurrent neural networks for dynamic systems control[J].IEEE Trans on Neural Networks,1995,6(1):144-156.
  • 5S Ma,C Ji.Fast training of recurrent neural networks based on the EM algorithm[J].IEEE Trans on Neural Networks,1998,9(1):11-26.
  • 6M K Sundareshan,T A Condarcure.Recurrent neural-network training by a learning automaton approach for trajectory learning and control system design[J].IEEE Trans on Neural Networks,1998,9(3):354-368.
  • 7X B Liang,J Wang.A recurrent neural network for nonlinear optimization with a continuously differentiable objective function and bound constraints[J].IEEE Trans on Neural Networks,2000,11(6):1251-1262.
  • 8C H Lee,C C Teng.Identification and control of dynamic systems using recurrent fuzzy neural networks[J].IEEE Trans on Fuzzy Systems,2000,8 (4):349-366.
  • 9C T Lin,C L Chang,W C Cheng.A recurrent fuzzy cellular neural network system with automatic structure and template learning[J].IEEE Trans on Circuits and Systems,2004,51 (5):1024-1035.

同被引文献85

引证文献9

二级引证文献73

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