Abstract
Accurate modeling of stochastic wind power output is one of the key links in the optimal operation of power systems with large-scale wind power. According to the output characteristics of offshore wind farms, a data-driven method that models offshore wind power output scenarios is proposed in this paper. This method takes full account of the marine climate characteristics to study the offshore wind farm output data seasonally and identifies the main climatic elements affecting the output of offshore wind farms through correlation analysis. Meanwhile, the evaluation index of output characteristics is established. In order to reflect the influence of marine climate on the output of offshore wind farms, the climatic factors are used as an indicator to distinguish different weather. Accordingly, the output scenarios of offshore wind farms in extreme and non-extreme weather are determined, and the corresponding probability calculation method is proposed.
Cite
CITATION STYLE
Chen, H., Chen, X., Yu, H., Lou, S., Lin, Y., & Xu, L. (2021). Research on Output Scenarios of Offshore Wind Power Considering Characteristics of Marine Weather. In Journal of Physics: Conference Series (Vol. 1993). IOP Publishing Ltd. https://doi.org/10.1088/1742-6596/1993/1/012009
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