• DocumentCode
    1854141
  • Title

    Monthly Brent oil price forecasting using artificial neural networks and a crisis index

  • Author

    Alizadeh, A. ; Mafinezhad, Kh

  • Author_Institution
    Dept. of Electr. Eng., Islamic Azad Univ., Tehran, Iran
  • Volume
    2
  • fYear
    2010
  • fDate
    1-3 Aug. 2010
  • Abstract
    The volatility of the oil future price is extremely complex, therefore an accurate forecasting on oil price is an important and challenging topic. This paper presents a GRNN forecasting model for Brent crude oil price. Careful attention is paid on finding number of features as input data to achieve best performance for model. Also to overcome unforeseen critical conditions, a crisis index is defined. The results show that with appropriate selection of the training data and crisis index, the model is capable of forecasting oil price in both normal and critical conditions.
  • Keywords
    neural nets; petroleum industry; pricing; Brent oil price forecasting; GRNN forecasting model; artificial neural networks; crisis index; Analytical models; Artificial neural networks; Biological system modeling; Forecasting; Indexes; Petroleum; Predictive models; Critical conditions; Forecasting method; GRNN network; Oil future price;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronics and Information Engineering (ICEIE), 2010 International Conference On
  • Conference_Location
    Kyoto
  • Print_ISBN
    978-1-4244-7679-4
  • Electronic_ISBN
    978-1-4244-7681-7
  • Type

    conf

  • DOI
    10.1109/ICEIE.2010.5559818
  • Filename
    5559818