Intelligent system for time series forecasting

被引:4
|
作者
Proskuryakov, A. [1 ]
机构
[1] Vladimir State Univ Murom, Syst Murom Inst, Vladimir, Russia
关键词
time series; forecasting; artificial neural networks; wavelet transform;
D O I
10.1016/j.procs.2017.01.122
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper presents a mathematical model of processing and forecasting time series data. The mathematical model based on the methods of artificial neural networks and preliminary data processing using wavelet transforms discribed. (C) 2017 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license
引用
收藏
页码:363 / 369
页数:7
相关论文
共 50 条
  • [21] A hybrid evolutionary decomposition system for time series forecasting
    de Oliveira, Joao F. L.
    Ludermir, Teresa B.
    NEUROCOMPUTING, 2016, 180 : 27 - 34
  • [22] Computational Analysis and Intelligent Control of Load Forecasting Using Time Series Method
    Joshi, Parth A.
    Patel, Jatinkumar J.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND SIGNAL PROCESSING, 2018, 671 : 297 - 306
  • [23] A Novel Hybrid Intelligent Model for Financial Time Series Forecasting and Its Application
    Wang, Wei
    Zhao, Hong
    Li, Qiang
    Liu, Zhixiong
    2009 INTERNATIONAL CONFERENCE ON BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING, PROCEEDINGS, 2009, : 279 - 282
  • [24] Weather Forecasting Framework for Time Series Data using Intelligent Learning Models
    Raksha, S.
    Jasmine, Graceline S.
    Anbarasi, Jani
    Prasanna, M.
    Kamaleshkumar, S.
    2021 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, COMMUNICATION, COMPUTER TECHNOLOGIES AND OPTIMIZATION TECHNIQUES (ICEECCOT), 2021, : 783 - 787
  • [25] Hybrid Method for Forecasting Next Values of Time Series for Intelligent Building Control
    Stachno, Andrzej
    Jablonski, Andrzej
    COMPUTER AIDED SYSTEMS THEORY - EUROCAST 2015, 2015, 9520 : 822 - 829
  • [26] A novel intelligent approach for state space evolving forecasting of seasonal time series
    Rodrigues Junior, Selmo Eduardo
    de Oliveira Serra, Ginalber Luiz
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2017, 64 : 272 - 285
  • [27] Intelligent techniques for forecasting multiple time series in real-world systems
    Wagner, Neal
    Michalewicz, Zbigniew
    Schellenberg, Sven
    Chiriac, Constantin
    Mohais, Arvind
    INTERNATIONAL JOURNAL OF INTELLIGENT COMPUTING AND CYBERNETICS, 2011, 4 (03) : 284 - 310
  • [28] Study on intelligent forecast system of time series data
    Zhang, Y
    Han, X
    ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 8493 - 8496
  • [29] Intelligent forecasting of time series based on evolving distributed Neuro-Fuzzy network
    Rodrigues Jnior, Selmo Eduardo
    de Oliveira Serra, Ginalber Luiz
    COMPUTATIONAL INTELLIGENCE, 2020, 36 (03) : 1394 - 1413
  • [30] Noise impact on time-series forecasting using an intelligent pattern matching technique
    Singh, S
    PATTERN RECOGNITION, 1999, 32 (08) : 1389 - 1398