• DocumentCode
    562862
  • Title

    Forecasting India´s electricity demand using Artificial Neural Network

  • Author

    Saravanan, S. ; Kannan, S. ; Thangaraj, C.

  • Author_Institution
    Dept. of EEE, Kalasalingam Univ., Krishnankoil, India
  • fYear
    2012
  • fDate
    30-31 March 2012
  • Firstpage
    79
  • Lastpage
    83
  • Abstract
    Power System planning starts with Electric load (demand) forecasting. Accurate electricity load forecasting is one of the most important challenges in managing supply and demand of the electricity, since the electricity is volatile in nature; it cannot be stored and has to be consumed immediately. Artificial Neural Network (ANN) is applied to predict the annual electricity consumption in India for the period of 10 years from 2011 to 2020. Population and Per Capita Gross Domestic Product (GDP) are taken as the input variables and the electricity consumption is the predicted output variable. 27 years of data are used for training and 4 years of data is used for testing the ANN. Comparison has been made with Regression Analysis (RA) using Mean Absolute Percentage Error (MAPE) to measure the accuracy of test data. The results obtained with ANN method is encouraging.
  • Keywords
    economic indicators; load forecasting; neural nets; power consumption; power engineering computing; power system economics; power system planning; regression analysis; ANN; GDP; India; MAPE; artificial neural network; demand forecasting; electricity consumption; electricity demand; electricity load forecasting; mean absolute percentage error; population and per capita gross domestic product; power system planning; regression analysis; Artificial neural networks; Economic indicators; Educational institutions; Electrical engineering; Electricity; Load forecasting; Planning; Artificial Neural Networks; Back propagation; Electricity load forecasting; GDP; Regression Analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advances in Engineering, Science and Management (ICAESM), 2012 International Conference on
  • Conference_Location
    Nagapattinam, Tamil Nadu
  • Print_ISBN
    978-1-4673-0213-5
  • Type

    conf

  • Filename
    6216095