High Order Neural Networks for Wind Speed Time Series Prediction

被引：0
|
作者：
Alanis, Alma Y. [1 ]
Ricalde, Luis J. [2 ]
Sanchez, Edgar N. [3 ]
机构：
[1] Univ Guadalajara, CUCEI, Apartado Postal 51-71,Col Las Aguilas, Zapopan 45080, Jalisco, Mexico
[2] UADY, Fac Engn, Yucatan, Mexico
[3] CINVESTAV, Jalisco, Mexico
来源：
IJCNN: 2009 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1- 6 | 2009年
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, we propose a High Order Neural Network (HONN) trained with an extended Kalman filter based algorithm to predict wind speed. Due to the chaotic behavior of the wind time series, it is not possible satisfactorily to apply the traditional forecasting techniques for time series; however, the results presented in this paper confirm that HONNs can very well capture the complexity underlying wind forecasting; this model produces accurate one-step ahead predictions.
引用
收藏
页码：2193 / +
页数：2
相关论文
共 50 条
  • [1] Wind speed interval prediction based on multidimensional time series of Convolutional Neural Networks
    Wang, Jiyang
    Li, Zhiwu
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2023, 121
  • [2] Time Series Forecasting for Wind Energy Systems Based on High Order Neural Networks
    Alanis, Alma Y.
    Sanchez, Oscar D.
    Alvarez, Jesus G.
    MATHEMATICS, 2021, 9 (10)
  • [3] Wind Speed Prediction Based on Time series Neural Network Algorithm
    Wang, Zhaoyang
    PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON MACHINERY, ELECTRONICS AND CONTROL SIMULATION (MECS 2017), 2017, 138 : 554 - 557
  • [4] A neural networks approach for wind speed prediction
    Mohandes, MA
    Rehman, S
    Halawani, TO
    RENEWABLE ENERGY, 1998, 13 (03) : 345 - 354
  • [5] Deep Learning Neural Network for Chaotic Wind Speed Time Series Prediction
    Ahuja, Muskaan
    Saini, Sanju
    PRZEGLAD ELEKTROTECHNICZNY, 2024, 100 (09): : 106 - 110
  • [6] Innovative Hybrid Modeling of Wind Speed Prediction Involving Time-Series Models and Artificial Neural Networks
    Camelo, Henrique do Nascimento
    Lucio, Paulo Sergio
    Vercosa Leal Junior, Joao Bosco
    dos Santos, Daniel von Glehn
    Marques de Carvalho, Paulo Cesar
    ATMOSPHERE, 2018, 9 (02)
  • [7] Prediction of Wind Speed Time Series in Brazil
    Cardoso de Figueiredo, Yann Fabricio
    Lima de Campos, Lidio Mauro
    PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND PATTERN RECOGNITION (SOCPAR 2021), 2022, 417 : 627 - 636
  • [8] Time series prediction and neural networks
    Frank, RJ
    Davey, N
    Hunt, SP
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2001, 31 (1-3) : 91 - 103
  • [9] Time Series Prediction and Neural Networks
    R. J. Frank
    N. Davey
    S. P. Hunt
    Journal of Intelligent and Robotic Systems, 2001, 31 : 91 - 103
  • [10] Fractal order evidences in wind speed time series
    Fortuna, Luigi
    Nunnari, Silvia
    Guariso, Giorgio
    2014 INTERNATIONAL CONFERENCE ON FRACTIONAL DIFFERENTIATION AND ITS APPLICATIONS (ICFDA), 2014,
12345