Publication | Closed Access
Online clustering for wind speed forecasting based on combination of RBF neural network and persistence method
14
Citations
12
References
2011
Year
Unknown Venue
Speed ForecastingForecasting MethodologyOnline Clustering AlgorithmEngineeringNumerical Weather PredictionData ScienceData MiningEnergy PredictionWind Turbine ModelingForecastingPersistence MethodWind EngineeringRbf Neural NetworkWind Speed
This paper proposes an online clustering algorithm for wind speed forecasting. The algorithm combines the persistence method and the RBF neural network, and chooses an appropriate method according to different wind conditions. Computer simulations demonstrate that this algorithm can more accurately predict wind speed than either of the single methods and therefore is more effective for wind speed forecasting.
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