风电预测

Sumit Saroha, S. Aggarwal, Preeti Rana
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引用次数: 0

摘要

风力发电取决于风速及其衍生物,如风速和风向。考虑到风力发电的随机性,本文主要讨论了三个问题:首先,以风力发电预测为重点,讨论了能源预测的发展现状。它概述了风力发电所依赖的不同变量,并解释了有关预测模型设计框架的各种关键特征。其次,对各类模型的预测性能进行了评估、详细比较和评价;第三,借助概率度量来评估预期结果的不确定性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Wind Power Forecasting
The wind power generation depends on wind speed and its derivatives like: wind speed and direction. With consideration of stochastic nature of wind power, this work addresses three main issues: first, it discusses the state of art of energy forecasting with emphasis on wind power forecasting. It provides an overview of different variables on which wind power generation depends and explains various key features regarding the design framework of forecasting models. Second, it performs an assessment, detailed comparison and evaluation of the forecasting performance of various types of models; and third, evaluates the uncertainty of expected outcomes with the help of probabilistic measures.
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