• DocumentCode
    530789
  • Title

    The multi-scale forecast of submerged arc furnace energy consumption base on support vector machine

  • Author

    Zhang Niaona ; Wang Zijian ; Zhang Dejiang

  • Author_Institution
    Coll. of Electr. & Electron. Eng., Changchun Univ. of Technol., Changchun, China
  • Volume
    3
  • fYear
    2010
  • fDate
    24-26 Aug. 2010
  • Firstpage
    108
  • Lastpage
    111
  • Abstract
    Due to ferroalloy submerged arc furnace smelting is an extremely complicated chemistry and physics reaction process, the exact forecast of energy consumption related to the stable and efficient operation of submerged arc furnace, introducing a multi-scale energy consumption prediction model based on least squares support vector machine (LS-SVM), first of all, by conducting the wavelet decomposition to the energy consumption sequence; we can get the approximation coefficient and wavelet coefficient according to the specific scale and related scale. Then, we conduct the multi-scale combined forecast by using the coefficient of predictive position. LS-SVM. Eventually, through the wavelet reconstruction, we can calculate the corresponding predictive value of submerged arc furnace energy consumption. We conduct the simulation test combined with the demand data of submerged arc furnace energy consumption in Sinosteel Jilin Ferroalloys Co.,Ltd. The results indicate that the method introduced in this paper has a considerable forecast accuracy and practical value.
  • Keywords
    arc furnaces; energy consumption; least squares approximations; load forecasting; smelting; support vector machines; LS-SVM; Sinosteel Jilin Ferroalloys Co., Ltd; arc furnace smelting; least squares support vector machine; multiscale energy consumption prediction; multiscale forecast; submerged arc furnace; wavelet coefficient; wavelet decomposition; Biological system modeling; Computational modeling; Electrodes; LS-SVM; multi-scale forecast; submerged arc furnace;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer, Mechatronics, Control and Electronic Engineering (CMCE), 2010 International Conference on
  • Conference_Location
    Changchun
  • Print_ISBN
    978-1-4244-7957-3
  • Type

    conf

  • DOI
    10.1109/CMCE.2010.5610372
  • Filename
    5610372