DocumentCode :
3523989
Title :
Estimation of a simple model of solar 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 :
10-13 Dec. 2013
Firstpage :
996
Lastpage :
1000
Abstract :
This paper presents a heuristic method for the estimation of a model of a photovoltaic plant to be used for power generation forecasting purposes. The problem is addressed in a scenario where measurements of meteorological variables (i.e., 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. A real-world application is presented to validate the procedure, which is also currently in pre-deployment phase at a Distribution System Operator control center in Northern Italy.
Keywords :
estimation theory; photovoltaic power systems; power generation planning; solar power stations; distribution system operator control center; heuristic method; meteorological variables; partial information; photovoltaic plant; power generation forecasting; power generation measurements; solar power generation; Computational modeling; Forecasting; Power measurement; Predictive models; Solar power generation; Temperature measurement; Weather forecasting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
ISSN :
0743-1546
Print_ISBN :
978-1-4673-5714-2
Type :
conf
DOI :
10.1109/CDC.2013.6760012
Filename :
6760012
Link To Document :
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