Effective Short-term Forecasting of Wind Farms Power

Main Article Content

Elżbieta Bogalecka, Tomasz Rubanowicz

Abstract

Forecasting a specific wind farm’s (WF) generation capacity within a 24 hour perspective requires
both a reliable forecast of wind, as well as supporting tools. This tool is a dedicated model of
wind farm power. This model should include not only general rules of wind to mechanical energy
conversion, but also the farm’s specific features. There are many factors that influence a farm’s
generation capacity, and any forecast of it, even with an accurate weather forecast, carries error.
This paper presents analytical, statistical, and neuron models of wind farm power. The study
is based on data from a real wind farm. Most attention is paid to the neuron models, due to
a neuron network’s capability to restore farm-specific details. The research aims to answer the
headline question: whether and to what extent a wind farm’s power can be forecast short-term?

Article Details

How to Cite
Elżbieta Bogalecka, Tomasz Rubanowicz. (2015). Effective Short-term Forecasting of Wind Farms Power. Acta Energetica, (03), 04–13. https://doi.org/10.52710/ae.435
Section
Articles

References

Norma EN 61400-12-1:2006, Wind

Turbines, part 12.1: Power performance

measurements of electricity producing

wind turbines.

Petersen E.L. i in., Wind Power

Meteorology, publikacja Risø National

Laboratory, Roskilde, Denmark 1997.

Durajczyk M., Kołakowski R., Model

neuronowy mocy farmy wiatrowej

na potrzeby prognozowania mocy, praca

dyplomowa, WEiA Politechnika Gdańska,

Giebel G. i in., The state of the art in short

term prediction of wind power, Anemosplus

project report, 2011 [online], www.

windpowerpredictions.com.

Madsen H., Nielsen H., Nielsen T.S., A tool

for predicting the wind power production

of off-shore wind plants [online], www.

enfor.dk.

Wang X., Guo P., Huang X., A review of

wind power forecasting models, The Proc.

of Int. Conf. on Smart Grid and Clean

Energy Technologies, Ener. Proc. 2011,

Vol. 12, s. 770–778.

Bogalecka E., Rubanowicz T., Neuronowy

model mocy farmy wiatrowej, Mechanik

, nr 7, s. 579–586.