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
  • [21] Prediction for Chaotic Time Series of Optimized BP Neural Network Based on Modified PSO
    Li Song
    Hao Qing
    Yue Ying-ying
    Liu Hao-ning
    26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 697 - 702
  • [22] Multivariate chaotic time series prediction based on radial basis function neural network
    Han, Min
    Guo, Wei
    Fan, Mingming
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS, 2006, 3972 : 741 - 746
  • [23] Chaotic time series prediction of nonlinear systems based on various neural network models
    Sun, Ying
    Zhang, Luying
    Yao, Minghui
    CHAOS SOLITONS & FRACTALS, 2023, 175
  • [24] Characteristic Analysis and Prediction of Runoff Based on Chaotic Wavelet Neural Network
    Zheng Yu-tong
    Wang Xiao-min
    Lei Ting
    PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 1765 - 1769
  • [25] Chaotic prediction of deepwater motor system based on wavelet neural network
    School of Electrical Engineering, Shenyang University of Technology, Shenyang 110178, China
    Shenyang Gongye Daxue Xuebao, 2009, 1 (7-10+21):
  • [26] Adaptive wavelet neural network prediction model based on chaotic algorithm
    Yin, Lisheng
    Huang, Xiyue
    Yang, Xin
    Yang, Zuyuan
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2007, 14 : 708 - 711
  • [27] Chaotic time series prediction with a global model: Artificial neural network
    Karunasinghe, Dulakshi S. K.
    Liong, Shie-Yui
    JOURNAL OF HYDROLOGY, 2006, 323 (1-4) : 92 - 105
  • [28] An adaptive neural network in wavelet space for time-series prediction
    Tsui, FC
    Li, CC
    Sun, MG
    Sclabassi, RJ
    ISCAS 96: 1996 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS - CIRCUITS AND SYSTEMS CONNECTING THE WORLD, VOL 3, 1996, : 601 - 604
  • [29] Time series prediction using fuzzy wavelet neural network model
    Abiyev, Rahib H.
    ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2, 2006, 4132 : 191 - 200
  • [30] Wavelet-Temporal Neural Network for Multivariate Time Series Prediction
    He, Jianing
    Gong, Xiaolong
    Huang, Linpeng
    2021 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2021,