HAL (Le Centre pour la Communication Scientifique Directe) · 2010 · 52 citations · 6 references
Open access
Forecasting MethodologyEngineeringProbabilistic ForecastingData ScienceUncertainty QuantificationManagementSystems EngineeringContinuous ImprovementWind Power ForecastsStatisticsPredictive AnalyticsEnergy ForecastingForecastingEnergy PredictionIntelligent ForecastingWind Power ProductionSmart GridWind Power IntegrationProduction Forecasting
The continuous improvement of the accuracy of wind power forecasts is motivated by the increasing wind power integration. Today forecasters are challenged in providing forecasts able to handle extreme situations. This paper presents two methods focusing on forecasting large and sharp variations in power output of a wind farm called ramps. The fi rst one provides probabilistic forecasts using large temporal scales information about ramps. The second method uses ensembles to generate con dence intervals allowing to better estimate the timing of ramps. The two methods are tested and results are given for a real case study.
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Temporal Forecast Uncertainty for Ramp Events
Beatrice Greaves, Jonathan Collins, Jeremy Parkes et al. · Wind Engineering · 2009 · 118 citations
Wind Energy Forecasts, Engineering, Probabilistic Forecasting +15