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Use of MinMaxEnt distributions defined on basis of MaxEnt method in wind power study

机译:在风力发电研究中使用基于MaxEnt方法定义的MinMaxEnt分布

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Knowledge of the wind speed distribution is an important information needed in evaluation of wind power potential Several statistical distributions have been used to study wind data. The Weibull distribution is the most popular due to its ability to fit most accurately the variety of wind speed data measured at different geographical locations throughout the world. Recently, maximum entropy (MaxEnt) distributions based on the maximum entropy method have been widely used to determine wind speed distribution. Li and Li used the MaxEnt distribution for the first time in the wind energy field and proposed a theoretical approach to determine the distribution of wind speed data analytically. Ramirez and Carta discussed the use of wind probability distributions derived from the maximum entropy principle in the analysis of wind energy. In this study, MinMaxEnt distributions defined on the basis of the MaxEnt method are introduced and applied to find wind distribution and wind power density. A comparison of the MinMaxEnt and Weibull distributions on wind speed data taken from different sources and measured in various regions is conducted. The wind power densities of the considered regions obtained from the Weibull and MinMaxEnt distributions are also compared. The results indicate that the MinMaxEnt distributions obtained show better results than the known Weibull distribution for wind speed distributions and wind power density. Therefore, MinMaxEnt distributions can be used to estimate wind distributions and wind power potential.
机译:风速分布的知识是评估风电潜力所需的重要信息。已经使用了几种统计分布来研究风能数据。威布尔分布最流行,因为它能够最准确地拟合在全球不同地理位置测量的各种风速数据。近来,基于最大熵方法的最大熵(MaxEnt)分布已被广泛用于确定风速分布。 Li和Li首次在风能领域使用MaxEnt分布,并提出了一种理论方法来解析地确定风速数据的分布。 Ramirez和Carta讨论了根据最大熵原理导出的风概率分布在风能分析中的使用。在这项研究中,引入了基于MaxEnt方法定义的MinMaxEnt分布,并将其应用于查找风分布和风能密度。对从不同来源获取并在各个区域测量的风速数据进行了MinMaxEnt和Weibull分布的比较。还比较了从Weibull和MinMaxEnt分布获得的所考虑区域的风能密度。结果表明,对于风速分布和风能密度,获得的MinMaxEnt分布显示出比已知的Weibull分布更好的结果。因此,MinMaxEnt分布可用于估计风分布和风能潜力。

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