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A simple model of wind energy plant output

izvorni znanstveni rad

izvorni znanstveni rad

A simple model of wind energy plant output

Vrsta prilog sa skupa (u zborniku)
Tip izvorni znanstveni rad
Godina 2020
Nadređena publikacija Economic and Social Development : 50th International Scientific Conference on Economic and Social Development Development : Book of Proceedings
Stranice str. 534-538
EISSN 1849-7535
Status objavljeno

Sažetak

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.

Ključne riječi

renewable; prediction model; wind power; smart grid; machine learning; remote community