确定和开发自治电力系统经济运行风电预测误差的分布函数

A. Tsikalakis, Y. Katsigiannis, P. Georgilakis, N. Hatziargyriou
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引用次数: 22

摘要

文献中对电力系统风电功率预测的研究较多,但用于自主电力系统的研究较少。研究了风电功率预测误差的分布函数已知对电力系统经济运行的影响。本文提出,对于某一特定工具,如果将该工具的预测值与同一水平线上的实际风电值进行比较,对该模型的性能进行离线评价,可以很容易地得出该工具的风电预测误差分布。将所提出的方法应用于克里特岛自治电力系统。研究表明,随着风电渗透率的提高,风电预测工具性能的提高对自主电力系统的运行具有显著的经济影响。对不同风电产量和负荷水平的结果表明,仅使用平均绝对百分比误差(mean absolute percentage error, MAPE)会导致所需风电的估计发生重大变化,以避免违反技术限制,特别是当风电预测工具对实际产量存在低估时
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Determining and exploiting the distribution function of wind power forecasting error for the economic operation of autonomous power systems
Many efforts have been presented in the bibliography for wind power forecasting in power systems and few of them have been used for autonomous power systems. The impact of knowing the distribution function of wind power forecasting error in the economic operation of a power system is studied in this paper. The papers proposes that the distribution of the wind power forecasting error of a specific tool can be easily derived if, for that model, an evaluation of its performance is made off-line comparing the forecasted values of the tool with the actual wind power values in the same horizon. The proposed methodology is applied to the autonomous power system of Crete. It is shown that the improvement of the performance of wind power forecasting tool has significant economic impact on the operation of autonomous power systems with increased wind power penetration. The obtained results for various levels of wind power production and load show that using only mean absolute percentage error (MAPE) leads to significant change in the estimation of the wind power to be shed to avoid technical limits violation, especially if the wind power forecasting tool presents underestimation of the actual production
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