Ensemble methods for PV power production prediction

2017 6th International Conference on Clean Electrical Power (ICCEP)(2017)

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摘要
The present paper addresses the problem of the estimation of the day-ahead generated power (GP) of a photovoltaic plant using predicted regional solar radiation (SR). The contribution is twofold. First, it investigates the problems related to the design of day-ahead SR predictors and then studies their combination with the prediction data obtained from a meteorological service. Different setups of the time series model, the weather forecast service and their combinations using ensemble methods have been employed. Secondly, under a similar ensemble framework, the impact of the accuracy in the prediction of meteorological variables on the quality of the GP prediction is evaluated.
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关键词
Ensemble prediction methods,Generated power prediction,Renewable energy sources
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