Abstract
The importance of wind power forecast is commonly recognized because it
represents a useful tool for grid integration and facilitates the energy
trading.
This work considers an example of power forecast for a wind farm in the
Apennines in Central Italy. The orography around the site is complex and the
horizontal resolution of the wind forecast has an important role.
To explore this point we compared the performance of two 48 h wind power
forecasts using the winds predicted by the Regional Atmospheric Modeling
System (RAMS) for the year 2011. The two forecasts differ only for the
horizontal resolution of the RAMS model, which is 3 km (R3) and 12 km (R12),
respectively. Both forecasts use the 12 UTC analysis/forecast cycle issued
by the European Centre for Medium range Weather Forecast (ECMWF) as initial
and boundary conditions.
As an additional comparison, the results of R3 and R12 are compared with
those of the ECMWF Integrated Forecasting System (IFS), whose horizontal
resolution over Central Italy is about 25 km at the time considered in this
paper.
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Because wind observations were not available for the site, the power curve
for the whole wind farm was derived from the ECMWF wind operational analyses
available at 00:00, 06:00, 12:00 and 18:00 UTC for the years 2010 and 2011. Also, for R3
and R12, the RAMS model was used to refine the horizontal resolution of the
ECMWF analyses by a two-years hindcast at 3 and 12 km horizontal resolution,
respectively.
The R3 reduces the RMSE of the predicted wind power of the whole 2011 by
5% compared to R12, showing an impact of the meteorological model
horizontal resolution in forecasting the wind power for the specific site.
Citation
ID:
174143
Ref Key:
tiriolo2015advancesforecasting