Combination prediction method of chaotic time series

被引:7
|
作者
Zhao DongHua
Ruan Jiong [1 ]
Cai ZhiJie
机构
[1] Fudan Univ, Inst Math, Shanghai 200433, Peoples R China
[2] Fudan Univ, Lab Nonlinear & Method, Shanghai 200433, Peoples R China
来源
CHINESE SCIENCE BULLETIN | 2007年 / 52卷 / 04期
关键词
chaotic time series; prediction; add-weight one-rank local-region method; interval prediction;
D O I
10.1007/s11434-007-0097-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In the present paper, we propose an approach of combination prediction of chaotic time series. The method is based on the adding-weight one-rank local-region method of chaotic time series. The method allows us to define an interval containing a future value with a given probability, which is obtained by studying the prediction error distribution. Its effectiveness is shown with data generated by Logistic map.
引用
收藏
页码:570 / 573
页数:4
相关论文
共 50 条
  • [1] Combination prediction method of chaotic time series
    ZHAO DongHua
    [J]. Science Bulletin, 2007, (04) : 570 - 573
  • [2] A Chaotic Prediction Method to Time Series Data
    Liu, Binsheng
    Weng, Ying
    Hu, Xueping
    [J]. ENVIRONMENT MATERIALS AND ENVIRONMENT MANAGEMENT PTS 1-3, 2010, 113-116 : 1367 - +
  • [3] Prediction of chaotic time series based on EMD method
    Yang, Yong-Feng
    Ren, Xing-Min
    Qin, Wei-Yang
    Wu, Ya-Feng
    Zhi, Xi-Zhe
    [J]. Wuli Xuebao/Acta Physica Sinica, 2008, 57 (10): : 6139 - 6144
  • [4] Prediction of chaotic time series based on EMD method
    Yang Yong-Feng
    Ren Xing-Min
    Qin Wei-Yang
    Wu Ya-Feng
    Zhi Xi-Zhe
    [J]. ACTA PHYSICA SINICA, 2008, 57 (10) : 6139 - 6144
  • [5] n-Dimensional Chaotic Time Series Prediction Method
    Liu, Fang
    Yin, Baohui
    Cheng, Mowen
    Feng, Yongxin
    [J]. ELECTRONICS, 2023, 12 (01)
  • [6] Using repetitive fuzzy method for chaotic time series prediction
    Gholizade-Narm, Hossein
    Shafiee-Chafi, Mohammad Reza
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2015, 28 (04) : 1937 - 1946
  • [7] A fuzzy logic based method for chaotic time series prediction
    Wang, M
    Rong, G
    Liao, SY
    [J]. DATA MINING AND KNOWLEDGE DISCOVERY: THEORY, TOOLS AND TECHNOLOGY III, 2001, 4384 : 313 - 322
  • [8] Volterra-TLS Method for Chaotic Time Series Prediction
    Li, Chunfu
    Yu, Juebang
    [J]. 2008 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLS 1 AND 2: VOL 1: COMMUNICATION THEORY AND SYSTEM, 2008, : 48 - 51
  • [9] Improving the prediction of chaotic time series
    Li, KP
    Gao, ZY
    Chen, TL
    [J]. CHINESE PHYSICS, 2003, 12 (11): : 1213 - 1217
  • [10] Trend prediction of chaotic time series
    李爱国
    赵彩
    李战怀
    [J]. Journal of Pharmaceutical Analysis, 2007, (01) : 38 - 41