• DocumentCode
    3257345
  • Title

    A hybrid approach for short term electricity price and load forecasting

  • Author

    Mohapatra, Ankita ; Mallick, Manas Kumar ; Panigrahi, B.K. ; Cui, Zhihua ; Hong, Samuelson

  • Author_Institution
    Electr. Eng. Dept., Siksha `O´´ Anusandhan Univ., Bhubaneswar, India
  • fYear
    2011
  • fDate
    28-30 Dec. 2011
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    In a deregulated power industry, accurate short term load forecasting (STLF) and price forecasting (STPF) is a key issue in daily power market. The load forecasting helps in unit commitment as well as in economic scheduling of the generators. The price forecasting helps an electric utility to make important decisions like generation of electric power, bidding for generation, price switching and infrastructure development. Price forecasting is very much useful for energy suppliers, ISOs and other participants in electric generation, transmission and distribution. This paper presents a hybrid approach for the STLF and STPF. The time series data pertaining to load / price is decomposed into various decomposition levels by the use of Wavelet Transform (WT) and each level obtained by this process is predicted using Artificial Neural Network (ANN). The performance of the proposed hybrid model is validated using New Delhi load data and Ontario electricity price data.
  • Keywords
    electricity supply industry; load forecasting; power system economics; pricing; wavelet transforms; artificial neural network; daily power market; deregulated power industry; economic scheduling; electric utility; hybrid approach; price forecasting; short term electricity price; short term load forecasting; unit commitment; wavelet transform; Artificial neural networks; Forecasting; Load forecasting; Load modeling; Predictive models; Wavelet transforms; ANN; Load forecasting; Price forecasting; Wavelet Transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Energy, Automation, and Signal (ICEAS), 2011 International Conference on
  • Conference_Location
    Bhubaneswar, Odisha
  • Print_ISBN
    978-1-4673-0137-4
  • Type

    conf

  • DOI
    10.1109/ICEAS.2011.6147110
  • Filename
    6147110