A simple model of wind energy plant output (CROSBI ID 695830)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Zigman, Dubravko ; Perinović, Valter ; Sikirica, Nenad ; Klopotan, Igor
engleski
A simple model of wind energy plant output
Strategic planning, development, and operation of a renewables-based smart grid require accurate modelling of grid components in regard to prediction of power or energy output in relation to renewable resources. Here we contribute to the subject with the development and validation of methodology for a wind energy plant output prediction model development based on experimental observations of renewables (wind parameters) and deployment of machine learning techniques. Model development methodology does not require component-based models. We developed successfully a model that encompasses more than 90% of the original variability of data from wind power plant observations in northern Spain. The model is intended to be expanded and deployed as a component in the over-all renewables-based smart grid operation model for remote and isolated communities.
Renewable ; Prediction model ; Wind power ; Smart grid ; Machine learning ; Remote community
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Podaci o prilogu
534-538.
2020.
objavljeno
Podaci o matičnoj publikaciji
Economic and Social Development : 50th International Scientific Conference on Economic and Social Development Development : Book of Proceedings
Tsiring, Diana ; Beker, Viktor ; Przygoda, Miroslaw
Chelyabinsk: VADEA ; Sveučilište Sjever ; Chelyabinsk State University, Chelyabinsk, Russian Federation
1849-7535
Podaci o skupu
50th International Scientific Conference on Economic and Social Development
predavanje
13.02.2020-14.02.2020
Čeljabinsk, Ruska Federacija