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首页> 外文期刊>Journal of hydraulic research >On the suitability of the generalized Pareto to model extreme waves
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On the suitability of the generalized Pareto to model extreme waves

机译:关于广义Pareto对极端波建模的适用性

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摘要

Dealing with extreme events implies working with events that have low probability of occurrence. To characterize these, the peak-over-threshold method alongside the generalized Pareto distribution is commonly applied. However, when it comes to significant wave heights, this approach is not recommended. Here, the generalized Pareto distribution is discussed based on data collected around the coast of Ireland. A careful choice of threshold takes place, and a new methodology to establish the threshold level is introduced. Five indicators to evaluate the fitting are considered to compare the different statistical models. No evidence was identified to justify the rejection of the generalized Pareto distribution to model exceedances. Results show that it may be statistically less, equally or more adequate, depending on the peak-over-threshold implementation. Nevertheless, the generalized Pareto bounded character is of elementary interest for wave statistics. In some circumstances not considering it might lead to unrealistic significant wave return levels.
机译:处理极端事件意味着处理发生概率较低的事件。为了表征这些特征,通常使用峰值阈值方法和广义帕累托分布。但是,当涉及到很大的波高时,不建议使用此方法。在此,基于爱尔兰海岸周围收集的数据讨论了广义帕累托分布。仔细选择阈值,并引入了一种新的方法来确定阈值水平。考虑了五个指标来评估拟合度,以比较不同的统计模型。没有证据表明有理由拒绝将广义帕累托分布用于模型超越。结果表明,根据阈值峰值实施情况,统计上它可能更少,相等或更充分。然而,广义的帕累托有界性对于波动统计具有基本的意义。在某些情况下,不考虑它可能会导致不切实际的显着回波水平。

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