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基于对角回归网络的非线性系统建模

陈平 裘丽华 王占林

陈平, 裘丽华, 王占林等 . 基于对角回归网络的非线性系统建模[J]. 北京航空航天大学学报, 2003, 29(3): 248-251.
引用本文: 陈平, 裘丽华, 王占林等 . 基于对角回归网络的非线性系统建模[J]. 北京航空航天大学学报, 2003, 29(3): 248-251.
Chen Ping, Qiu Lihua, Wang Zhanlinet al. Modeling of Nonlinear System with Diagonal Recurrent Neural Network[J]. Journal of Beijing University of Aeronautics and Astronautics, 2003, 29(3): 248-251. (in Chinese)
Citation: Chen Ping, Qiu Lihua, Wang Zhanlinet al. Modeling of Nonlinear System with Diagonal Recurrent Neural Network[J]. Journal of Beijing University of Aeronautics and Astronautics, 2003, 29(3): 248-251. (in Chinese)

基于对角回归网络的非线性系统建模

详细信息
  • 中图分类号: TP 273

Modeling of Nonlinear System with Diagonal Recurrent Neural Network

  • 摘要: 分析了非线性系统神经网络建模的规律,利用对角回归神经网络(DRNN)实现了非线性动态系统的辨识.辨识结构采用串并联模式,网络权值的调整为考虑时变因素的调整算法.与静态神经网络相比,基于DRNN的辨识方法显示出很强的处理动态问题的能力,无需辨别系统阶次,辨识结构简单,收敛速度快.仿真结果表明该方法是有效可行的.

     

  • [1] Narendra K S, Parthasarathy K. Identification and control of dynamical systems using neural networks[J]. IEEE Tran on Neural Networks, 1990,1(1):4~27 [2] Ku Chao-Chee, Lee K Y. Diagonal recurrent neural networks for dynamic system control[J]. IEEE Tran on Neural Networks, 1995,6(1):144~156 [3] Liang X, Lee K Y. Comments on "Diagonal recurrent neural networks for dynamic system control" Reproof of theorems 2 and 4 and reply[J]. IEEE Tran on Neural Networks,1997,8(3):811~814 [4] 张乃尧,阎平凡.神经网络与模糊控制[M].北京:清华大学出版社,1998 Zhang Naiyao,Yan Pingfan. Neural network and fuzzy control[M]. Beijing:Tsinghua University Press, 1998(in Chinese) [5] Chen Ping, Qiu Lihua. System Identification in hydraulic servo system with diagonal recurrent neural networks . In:Lu Yongxiang, Chen Ying, Xu Li,eds. Proceedings of the Fifth International Conference on Fluid Power Transmission and Control (ICFP'2001) . Beijing:Beijing World Publishing Corporation, 2001. 499~503 [6] 王永骥 ,涂 健.神经元网络控制[M].北京:机械工业出版社, 1998 Wang Yongji, Tu Jian. Neuron network control[M].Beijing:China Machine Press,1998(in Chinese)
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出版历程
  • 收稿日期:  2001-10-10
  • 网络出版日期:  2003-03-31

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