• DocumentCode
    662476
  • Title

    Model estimation of photovoltaic power generation using partial information

  • Author

    Bianchini, Gianni ; Paoletti, Simone ; Vicino, Antonio ; Corti, Franco ; Nebiacolombo, Federico

  • Author_Institution
    Dipt. di Ing. dell´Inf., e Sci. Matematiche, Univ. di Siena, Siena, Italy
  • fYear
    2013
  • fDate
    6-9 Oct. 2013
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    In this paper we propose a method for the estimation of the parameters of the well-known PVUSA model of a photovoltaic plant, to be used for generation forecasting purposes. We address this problem in a scenario where measurements of meteorological variables (i.e. solar irradiance and temperature) at the plant site are not available. The proposed approach efficiently exploits only power generation measurements and theoretical clear-sky irradiance, and is characterized by very low computational effort. Experimental validation is also presented. The proposed procedure is currently being deployed at several DSO control centres in Italy.
  • Keywords
    load forecasting; parameter estimation; photovoltaic power systems; DSO control; Italy; PVUSA model; computational effort; generation forecasting; meteorological variables; model estimation; partial information; photovoltaic plant; photovoltaic power generation; power generation measurements; solar irradiance; theoretical clear-sky irradiance; Computational modeling; Forecasting; Photovoltaic systems; Power measurement; Predictive models; Temperature measurement; Weather forecasting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Innovative Smart Grid Technologies Europe (ISGT EUROPE), 2013 4th IEEE/PES
  • Conference_Location
    Lyngby
  • Type

    conf

  • DOI
    10.1109/ISGTEurope.2013.6695363
  • Filename
    6695363