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
Link To Document