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Hugh Outhred: Wind Energy in the Australian National Electricity Market
Forecasting the output of wind farms
§30 minute horizon (FCAS & spot market):
–Turbulence spectrum - likely to be uncorrelated for turbines spaced > 20 km:
§Then % power fluctuations ~ N-0.5
–eg for 100 identical wind farms spaced >20 km apart, %fluctuation in total power ~ 0.1x%fluctuation for 1 farm
§30 minutes to ~3 hours:
–ARMA model best predictor of future output
§> 3 hours - NWP model best predictor:
§Key issue for power system & market operation:
–Predicting large changes in the output of appropriately aggregated groups of wind farms