Energy & Environmental Science · 2018 · 165 citations · 15 references
Natural SciencesComputer ScienceMeteorologyAtmospheric ScienceMachine LearningWeather ForecastingCloud Cover ForecastingRenewable EnergySolar Energy SystemsSolar Photovoltaic SystemsSolar PhysicsSolar RadiationConvolutional Forecasting ModelsConvolutional Neural NetworksIrradiance Time Series AnalysisPhotovoltaic Power ForecastingShort-term Fluctuation DetectionSolar Irradiance ForecastingSolar Power ForecastingSolar Radiation Forecasting
To forecast solar power's short-term fluctuation stemming from changes in cloud coverage, a convolutional neural networks (CNN) is used to correlate PV output to contemporaneous sky images.
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