Predicting chaotic time series using recurrent neural network

被引:114
|
作者
Zhang, JS [1 ]
Xiao, XC [1 ]
机构
[1] Univ Elect Sci & Technol China, Dept Elect Engn, Chengdu 610054, Peoples R China
关键词
Time series - Forecasting;
D O I
10.1088/0256-307X/17/2/004
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A new proposed method, i.e. the recurrent neural network (RNN), is introduced to predict chaotic time series, The effectiveness of using RNN for making one-step and multi-step predictions is tested based an remarkable few datum points by computer-generated chaotic time series. Numerical results show that the RNN proposed here is a very powerful tool for making prediction of chaotic time series.
引用
下载
收藏
页码:88 / 90
页数:3
相关论文
共 50 条
  • [1] Predicting a chaotic time series using a fuzzy neural network
    Maguire, LP
    Roche, B
    McGinnity, TM
    McDaid, LJ
    INFORMATION SCIENCES, 1998, 112 (1-4) : 125 - 136
  • [2] Predicting chaotic time series by boosted recurrent neural networks
    Assaad, Mohammad
    Bone, Romuald
    Cardot, Hubert
    NEURAL INFORMATION PROCESSING, PT 2, PROCEEDINGS, 2006, 4233 : 831 - 840
  • [3] A New Approach for Chaotic Time Series Prediction Using Recurrent Neural Network
    Li, Qinghai
    Lin, Rui-Chang
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2016, 2016
  • [4] 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
  • [5] Prediction of chaotic time series using neural network
    Yazdani, Hamid
    NN'09: PROCEEDINGS OF THE 10TH WSEAS INTERNATIONAL CONFERENCE ON NEURAL NETWORKS: PROCEEDINGS OF THE 10TH WSEAS INTERNATIONAL CONFERENCE ON NEURAL NETWORKS (NN'09), 2009, : 47 - 54
  • [6] Classification of chaotic time series using neural network
    Ren, H.
    Pei, C.
    Jixie Kexue Yu Jishu/Mechanical Science and Technology, 2001, 20 (06): : 916 - 917
  • [7] Prediction of Duffing Chaotic time series using focused time lagged recurrent neural network model
    Badjate, Sanjay L.
    Dudul, Sanjay V.
    2008 IEEE REGION 10 CONFERENCE: TENCON 2008, VOLS 1-4, 2008, : 1489 - +
  • [8] Predicting Natural and Chaotic Time Series with a Swarm-Optimized Neural Network
    Lazzus, Juan A.
    CHINESE PHYSICS LETTERS, 2011, 28 (11)
  • [9] Immune evolutionary algorithm and neural network for modeling and predicting chaotic time series
    Wen, Xiulan
    Zhu, Xiaochun
    Wang, Dongxia
    Sheng, Danghong
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 3216 - 3219
  • [10] Research on chaotic neural network time series
    Xu Yao-qun
    Sun Ming
    PROCEEDINGS OF 2006 CHINESE CONTROL AND DECISION CONFERENCE, 2006, : 69 - 71