• DocumentCode
    1660593
  • Title

    Predicting the medium-term electricity load demand of Thailand using the generalized estimating equation and the linear mixed effect model

  • Author

    Saengngam, Nikorn ; Thonggumnead, Unchalee

  • Author_Institution
    Div. of Electr. Eng., Rajamangala Univ. of Technol., Thanyaburi, Thailand
  • fYear
    2015
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    This study aims to predict the medium-term electricity load demand of Thailand using the generalized estimating equation and the linear mixed effect model. The electricity load demand data for the past 12 years (2001 to 2012) are analyzed. It is found that both the methods yield predictive values approximating actual values. However, a comparison in terms of efficiency demonstrates that the generalized estimating equation is more efficient as it involves a lower mean absolute error and produced predictive values falling within the predicted range at 100%.
  • Keywords
    estimation theory; load forecasting; Thailand; generalized estimating equation; linear mixed effect model; lower mean absolute error; medium-term electricity load demand; Accuracy; Analytical models; Covariance matrices; Economic indicators; Load modeling; Mathematical model; Predictive models; electricity load demand; generalized estimating equation; linear mixed model; predicting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), 2015 12th International Conference on
  • Conference_Location
    Hua Hin
  • Type

    conf

  • DOI
    10.1109/ECTICon.2015.7206994
  • Filename
    7206994