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Prediction Interval Estimation of 10 second fluctuation of PV output with Just-In-Time Modeling

机译:立即建模预测间隔估计PV输出10秒波动

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The Output of photovoltaic (PV) systems depends on weather conditions. Therefore if there is a large introduction of PV systems, the power quality in the distribution system will be affected. One effective solution for this problem is to predict PV output. Although the need for prediction information for short period fluctuation is increasing, it is difficult to directly predict a steep fluctuation on the second time scale. For the prediction information of PV output, we propose the estimation of the prediction interval of the fluctuation widths on a 10 second scale. In this paper, we carry out the prediction by using the conventional method, with one-dimensional kernel density estimation, and the proposed method, with two-dimensional kernel density estimation. Then, we discuss the effectiveness of the proposed method based on several numerical indexes.
机译:光伏(PV)系统的输出取决于天气条件。因此,如果有大量引入光伏系统,则分配系统中的电能质量将受到影响。该问题的一个有效解决方案是预测PV输出。尽管对短时间波动的预测信息的需求增加,但是难以直接预测第二次刻度的陡峭波动。对于PV输出的预测信息,我们提出了在10秒比例上估计波动宽度的预测间隔。在本文中,我们通过使用具有二维核密度估计和所提出的方法的传统方法进行预测,具有二维内核密度估计。然后,我们讨论了基于几个数值索引的提出方法的有效性。

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