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2018 IEEE 7th World Conference on Photovoltaic Energy Conversion, WCPEC 2018 - A Joint Conference of 45th IEEE PVSC, 28th PVSEC and 34th EU PVSEC(1)
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scopus(4)
Can we justify producing univariate machine-learning forecasts with satellite-derived solar irradiance?
ArticleAbstract: • Independently generated ground-based and satellite-based forecasts are compared. • The joint distrPalabras claves:Ensemble forecasting, Machine learning, Satellite-derived irradiance, solar forecastingAutores:Dazhi Yang, Gandhi O., Srinivasan D., Yagli G.M.Fuentes:scopusReconciling solar forecasts: Probabilistic forecasting with homoscedastic Gaussian errors on a geographical hierarchy
ArticleAbstract: Hierarchical forecasting and reconciliation are new to the field of solar engineering. Previous papePalabras claves:Machine learning, Numerical weather pbkp_rediction, probabilistic forecasting, Reconciliation, Satellite-derived irradiance, solar forecastingAutores:Dazhi Yang, Srinivasan D., Yagli G.M.Fuentes:scopusSolar Forecast Reconciliation and Effects of Improved Base Forecasts
Conference ObjectAbstract: Forecasting of solar PV generation plays an important role in power system operations. Forecasts arePalabras claves:Hierarchical forecasting, Model output statistics, Numerical weather pbkp_rediction, Reconciliation, solar forecastingAutores:Dazhi Yang, Monika , Srinivasan D., Yagli G.M.Fuentes:scopusSub-minute probabilistic solar forecasting for real-time stochastic simulations
ArticleAbstract: Simulation needs to reflect reality, otherwise, it yields misleading results that are potentially haPalabras claves:Analog ensemble, Lasso, probabilistic forecasting, solar forecasting, Stochastic simulationsAutores:Dazhi Yang, Srinivasan D., Yagli G.M.Fuentes:scopus