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Impact of Wind Power Forecasting Error Bias on the Economic Operation of Autonomous Power Systems

机译:风电预测误差偏差对自治电力系统经济运行的影响

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摘要

Many efforts have been presented in the literature for wind power forecasting in power systems and few of them have been used for autonomous power systems. In addition, some recent studies have evaluated the impact on the operation of power systems and energy markets that the improvement of wind power forecasting can have. In this paper, the value of the information provided to the operators of autonomous power systems about forecasting errors is studied. This information may vary significantly, e.g. it can be only the normalized mean absolute error of the forecast, or a probability density function of the errors for various levels of forecasted wind power, which can be provided either during the evaluation phase of the wind power forecasting tool or by online uncertainty estimators. This paper studies the impact of the level of detail provided about wind power forecasting accuracy for various levels of load and wind power production. The proposed analysis, when applied to the autonomous power system of Crete, shows significant changes among the various levels of information provided, not only in the operating cost but also in the wind power curtailment.
机译:在文献中已经提出了许多用于电力系统中风能预测的努力,而很少有用于自主电力系统。此外,最近的一些研究评估了改进风电预测可能对电力系统和能源市场的运行产生的影响。本文研究了提供给自治电力系统运营商有关预测误差的信息的价值。此信息可能会有很大差异,例如它只能是预测的标准化平均绝对误差,也可以是各种水平的预测风能的误差的概率密度函数,可以在风能预测工具的评估阶段或通过在线不确定性估算器提供。本文研究了所提供的详细水平的风对不同负荷水平和风力发电水平的风电预测准确性的影响。拟议的分析应用于克里特岛的自治电力系统时,显示出所提供信息的各个级别之间的重大变化,不仅在运营成本方面,而且在风电削减方面。

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