Systematical Evaluation Of Solar Energy Supply Forecasts

DARE'14: Proceedings of the Second International Conference on Data Analytics for Renewable Energy Integration(2014)

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摘要
The capacity of renewable energy sources constantly increases world-wide and challenges themaintenance of the electric balance between power demand and supply. To allow for a better integration of solar energy supply into the power grids, a lot of research was dedicated to the development of precise forecasting approaches. However, there is still no straightforward and easy-to-use recommendation for a standardized forecasting strategy. In this paper, a classification of solar forecasting solutions proposed in the literature is provided for both weather-and energy forecast models. Subsequently, we describe our idea of a standardized forecasting process and the typical parameters possibly influencing the selection of a specific model. We discuss model combination as an optimization option and evaluate this approach comparing different statistical algorithms against flexible hybrid models in a case study.
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关键词
Solar energy,Energy forecast model,Classification,Ensemble
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