风速与功率预测——回顾与考虑非对称损失

D. Ambach, P. Vetter
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引用次数: 10

摘要

欧洲的能源转型增加了风速和电力预测的重要性。本文综述了风速和风力的不同预测方法。此外,还详细讨论了最近的时间序列模型。本文的重点是准确预测中短期风速和功率。最后,讨论了最近的风速和功率样本外结果,并讨论了不对称损耗的问题。准确地说,对风能预测的高估和低估必须以不同的方式进行权衡。因此,引入非对称精度度量是合理的。为了涵盖不对称损失对风速和功率预测的影响,本文给出了一个小示例,该示例涵盖了24小时内的预测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Wind Speed and Power Forecasting - A Review and Incorporating Asymmetric Loss
The energy turnaround in Europe increases the importance of wind speed as well as power predictions. This article provides a review of different forecasting approaches for wind speed and wind power. Moreover, recent time series models are discussed in more detail. The focus of this article are accurate short-and medium-term wind speed and power predictions. Finally, recent wind speed and power out-of-sample results are discussed and the problem of asymmetric loss is covered within this article. Precisely, over-and underestimation of wind power predictions have to be weighted in a different way. Therefore, it is reasonable to introduce an asymmetric accuracy measure. To cover the impact of asymmetric loss on wind speed and power predictions, a small example is presented which covers forecasts up to 24 hours.
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