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A joint probability distribution model of directional extreme wind speeds based on the t-Copula function

机译:基于t-Copula函数的定向极端风速联合概率分布模型

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The probabilistic information of directional extreme wind speeds is important for precisely estimating the design wind loads on structures. A new joint probability distribution model of directional extreme wind speeds is established based on observed wind-speed data using multivariate extreme value theory with the t-Copula function in the present study. At first, the theoretical deficiencies of the Gaussian-Copula and Gumbel-Copula models proposed by previous researchers for the joint probability distribution of directional extreme wind speeds are analysed. Then, the t-Copula model is adopted to solve this deficiency. Next, these three types of Copula models are discussed and evaluated with Spearman's rho, the parametric bootstrap test and the selection criteria based on the empirical Copula. Finally, the extreme wind speeds for a given return period are predicted by the t-Copula model with observed wind-speed records from several areas and the influence of dependence among directional extreme wind speeds on the predicted results is discussed.
机译:定向极端风速的概率信息对于精确估算结构上的设计风荷载非常重要。本研究利用t-Copula函数的多元极值理论,基于观测到的风速数据,建立了一个新的定向极端风速联合概率分布模型。首先,分析了先前研究者提出的定向风速联合概率分布的高斯-柯普拉模型和古姆贝尔-柯普拉模型的理论缺陷。然后,采用t-Copula模型来解决此缺陷。接下来,将讨论这三种类型的Copula模型,并使用Spearman的rho,参数自举测试和基于经验Copula的选择标准进行评估。最后,通过t-Copula模型预测了给定返回期的极端风速,并从多个区域观察到风速记录,并讨论了方向极端风速之间的相关性对预测结果的影响。

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