Estimation of Extreme Wind Speeds in the Western North Pacific Using Reanalysis Data Synthesized with Empirical Typhoon Vortex Model

Q4 Engineering
Hyejin Moon
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引用次数: 1

Abstract

In this study, extreme wind speeds in the Western North Pacific (WNP) were estimated using reanalysis wind fields synthesized with an empirical typhoon vortex model. Reanalysis wind data used is the Fifth-generation European Centre for Medium-Range Weather Forecasts (ECMWF) reanalysis (ERA5) data, which was deemed to be the most suitable for extreme value analysis in this study. The empirical typhoon vortex model used has the advantage of being able to realistically reproduce the asymmetric winds of a typhoon by using the gale/storm-forced wind radii information in the 4 quadrants of a typhoon. Using a total of 39 years of the synthesized reanalysis wind fields in the WNP, extreme value analysis is applied to the General Pareto Distribution (GPD) model based on the Peak-Over-Threshold (POT) method, which can be used effectively in case of insufficient data. The results showed that the extreme analysis using the synthesized wind data significantly improved the tendency to underestimate the extreme wind speeds compared to using only reanalysis wind data. Considering the difficulty of obtaining long-term observational wind data at sea, the result of the synthesized wind field and extreme value analysis developed in this study can be used as basic data for the design of offshore structures.
利用经验台风涡旋模式合成的再分析资料估算西北太平洋极端风速
在这项研究中,北太平洋西部(WNP)的极端风速是使用再分析风场和经验台风涡旋模型综合估计的。使用的再分析风数据是第五代欧洲中期天气预报中心(ECMWF)再分析(ERA5)数据,该数据被认为是本研究中最适合进行极值分析的数据。所使用的经验台风涡旋模型的优点在于,通过使用台风的4个象限中的大风/风暴强迫风半径信息,能够真实地再现台风的不对称风。利用WNP 39年的综合再分析风场,将极值分析应用于基于峰值过阈值(POT)方法的广义帕累托分布(GPD)模型,在数据不足的情况下可以有效地使用该方法。结果表明,与仅使用再分析风数据相比,使用合成风数据的极端分析显著改善了低估极端风速的趋势。考虑到获取海上长期观测风数据的困难,本研究开发的综合风场和极值分析结果可作为海上结构物设计的基础数据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Ocean and Polar Research
Ocean and Polar Research Engineering-Ocean Engineering
CiteScore
0.80
自引率
0.00%
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0
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