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 :
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