• DocumentCode
    3468140
  • Title

    Price-load elasticity analysis by hybrid algorithm

  • Author

    Wang, Yi

  • Author_Institution
    Dept. of Marketing, North China Electr. Power Univ., Beijing
  • fYear
    2008
  • fDate
    6-9 April 2008
  • Firstpage
    233
  • Lastpage
    237
  • Abstract
    Due to the short history of electricity market, price- load elasticity is along one of focused and unsolved problems in the researches of electricity market. This paper describes a novel model for price-load elasticity analysis, where support vector machine (abbr. SVM) is applied for pattern identification of electricity price. First the correlation analysis of loads and prices are performed to choose the proper influence factors. Second, to overcome the limitations of traditional classification, intelligence classification of electricity price is accomplished by SVM that is a strong nonlinear classification by solving a quadratic programming problem. Based on that model, numerical analysis is performed to measure the change ratio of price and its corresponding load in consistency with the classification. Then price-load elasticity models are deduced, whose elasticity coefficients are computed by using the obtained regression model. The method embodies clear concepts, so it can be easily understood theoretically and realized computationally. Case studies are used to test the proposed model.
  • Keywords
    power markets; pricing; quadratic programming; support vector machines; electricity market; electricity price; nonlinear classification; pattern identification; price-load elasticity analysis; quadratic programming problem; regression model; support vector machine; Algorithm design and analysis; Elasticity; Electricity supply industry; History; Machine intelligence; Numerical models; Performance analysis; Quadratic programming; Support vector machine classification; Support vector machines; Elasticity; Electricity price; Load; Support vector machines;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electric Utility Deregulation and Restructuring and Power Technologies, 2008. DRPT 2008. Third International Conference on
  • Conference_Location
    Nanjuing
  • Print_ISBN
    978-7-900714-13-8
  • Electronic_ISBN
    978-7-900714-13-8
  • Type

    conf

  • DOI
    10.1109/DRPT.2008.4523409
  • Filename
    4523409