Nonlinear System Identification Based on Recurrent Wavelet Neural Network

被引:0
|
作者
Zhao, Fengyao [1 ]
Hu, Liangming [1 ]
Li, Zongkun [1 ]
机构
[1] Zhengzhou Univ, Sch Water Conservancy & Environm, Zhengzhou 450002, Peoples R China
关键词
Elman network; Recurrent wavelet neural network(RWNN); Extended kalman filter(EKF); Nonlinear dynamical system; Identification;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Based on Elman network, the recurrent wavelet neural network (RWNN) is presented, and the extended kalman filter of RWNN is given in this paper. The recurrent wavelet neural network (RWNN) can be used in the nonlinear system identification successfully. Practical example shows that RWNN has a faster convergence as well as a better precision in calculation, and a good result on the nonlinear system identification is got, which means it has a broad prospect on application.
引用
收藏
页码:517 / 525
页数:9
相关论文
共 50 条
  • [1] Nonlinear Dynamic System Identification Based on Wavelet Neural Network
    谭永红
    党选举
    桂林电子工业学院学报, 1999, (01) : 2 - 7
  • [2] Identification of Nonlinear Dynamic System Using a Novel Recurrent Wavelet Neural Network Based on the Pipelined Architecture
    Zhao, Haiquan
    Gao, Shibin
    He, Zhengyou
    Zeng, Xiangping
    Jin, Weidong
    Li, Tianrui
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (08) : 4171 - 4182
  • [3] A nonlinear system identification approach based on Fuzzy Wavelet Neural Network
    Linhares, Leandro L. S.
    Araujo, Jose M., Jr.
    Araujo, Fabio M. U.
    Yoneyama, Takashi
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2015, 28 (01) : 225 - 235
  • [4] Nonlinear system identification with recurrent neural network based on genetic algorithm
    Feng, Hao
    He, Hong-Yun
    Mi, Zu-Qiang
    Xinan Jiaotong Daxue Xuebao/Journal of Southwest Jiaotong University, 2002, 37 (04):
  • [5] Nonlinear System Identification Using Type-2 Fuzzy Recurrent Wavelet Neural Network
    Tafti, Bibi Elham Fallah
    Khanesar, Mojtaba Ahmadieh
    Teshnehlab, Mohammad
    2019 7TH IRANIAN JOINT CONGRESS ON FUZZY AND INTELLIGENT SYSTEMS (CFIS), 2019, : 75 - 78
  • [6] Nonlinear System Identification Based on a Novel Adaptive Fuzzy Wavelet Neural Network
    Salimifard, Maryam
    Safavi, Ali Akbar
    2013 21ST IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2013,
  • [7] Dynamic wavelet neural network for nonlinear dynamic system identification
    Tan, YH
    Dang, XJ
    Liang, F
    Su, CY
    PROCEEDINGS OF THE 2000 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 2000, : 214 - 219
  • [8] Identification of nonlinear aeroelastic system using fuzzy wavelet neural network
    Dou, Liqian
    Ji, Ran
    Gao, Jingqi
    NEUROCOMPUTING, 2016, 214 : 935 - 943
  • [9] Evolutionary diagonal recurrent neural network for nonlinear dynamic system identification
    Mu Yuqiang
    Sheng Andong
    Guo Zhi
    PROCEEDINGS OF 2008 IEEE INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL, VOLS 1 AND 2, 2008, : 837 - +
  • [10] Predictive Control of the VAV System Based on Recurrent Wavelet Neural Network
    Li, Jiejia
    Wang, Ben
    Guo, Xiaoyan
    Sun, Lulu
    MATERIALS, MECHATRONICS AND AUTOMATION, PTS 1-3, 2011, 467-469 : 928 - +