Prediction of chaotic time series based on wavelet neural network

被引:0
|
作者
Gao, L [1 ]
Lu, L [1 ]
Li, Z [1 ]
机构
[1] Wuhan Univ Technol, Wuhan 430063, Peoples R China
来源
OCEANS 2001 MTS/IEEE: AN OCEAN ODYSSEY, VOLS 1-4, CONFERENCE PROCEEDINGS | 2001年
关键词
chaotic time series; wavelet neural network; prediction;
D O I
暂无
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Wavelet neural network possesses the best function approximation ability, that is to say it has the ability to Identify the model. Because the constricting model algorithm is different from common artificial neural network BP algorithm, it can effectively overcome intrinsic defect of common artificial neural network. Therefore the better prediction effect can be reached effectively. The paper gives a method of prediction model of chaotic time series based on wavelet neural network that enables prediction model to have not only wavelet good approximation property, but also neural network self-learning adaptive quality. And we make use the method to predict sea clutter data.
引用
收藏
页码:2046 / 2050
页数:5
相关论文
共 50 条
  • [1] Chaotic time series prediction and its application based on wavelet neural network
    Tao, Xiaochuang
    Fan, Huanzhen
    Lu, Chen
    Wang, Zili
    Nanjing Hangkong Hangtian Daxue Xuebao/Journal of Nanjing University of Aeronautics and Astronautics, 2011, 43 (SUPPL.1): : 174 - 178
  • [2] Wavelet Neural Network Based on MSUKF and Its Applications in Chaotic Time Series Prediction
    Xue Bowen
    Zhang Zhifeng
    Cong Wei
    2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 2, 2010, : 464 - 468
  • [3] Chaotic time series prediction based on transiently chaotic neural network
    Li, Tian-Shu
    Tian, Kai
    Li, Wen-Xiu
    Harbin Gongcheng Daxue Xuebao/Journal of Harbin Engineering University, 2007, 28 (02): : 165 - 168
  • [4] Chaotic time series prediction based on wavelet echo state network
    Song Tong
    Li Han
    ACTA PHYSICA SINICA, 2012, 61 (08)
  • [5] Noisy chaotic time series prediction based on wavelet echo state network
    Yang, Fei
    Fang, Binxing
    Wang, Chunlu
    Zuo, Xingquan
    Zhong, Ruiming
    International Journal of Digital Content Technology and its Applications, 2012, 6 (09) : 173 - 181
  • [6] Prediction of Chaotic Time Series Based on Neural Network with Legendre Polynomials
    Wang, Hongwei
    Gu, Hong
    ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 1, PROCEEDINGS, 2009, 5551 : 836 - 843
  • [7] Prediction of chaotic time series based on the recurrent predictor neural network
    Han, M
    Xi, JH
    Xu, SG
    Yin, FL
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (12) : 3409 - 3416
  • [8] Method and application of time series prediction based wavelet neural network
    Lu, Shu-Ping
    Zhao, Yong-Mei
    Harbin Gongcheng Daxue Xuebao/Journal of Harbin Engineering University, 2004, 25 (02): : 180 - 182
  • [9] The Method and Application of Time Series Prediction Based Wavelet Neural Network
    Pen, Yumin
    Zhang, Quanzhu
    Xue, Pengqian
    MECHATRONICS AND MATERIALS PROCESSING I, PTS 1-3, 2011, 328-330 : 2312 - 2317
  • [10] Research on the Magnitude Time Series Prediction Based on Wavelet Neural Network
    Chen Yanlan
    Yi, Chen
    Qing, Huang
    MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION IV, PTS 1 AND 2, 2012, 128-129 : 233 - 236