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Comparative analysis of the wind characteristics of three landfall typhoons based on stationary and nonstationary wind models

机译:基于固定式和非营养风模型的三个登陆台风风特征的比较分析

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The statistical characteristics of typhoon wind speed records tend to have a considerable time-varying trend; thus, the stationary wind model may not be appropriate to estimate the wind characteristics of typhoon events. Several nonstationary wind speed models have been proposed by pioneers to characterize wind characteristics more accurately, but comparative studies on the applicability of the different wind models are still lacking. In this study, three landfall typhoons, Ampil, Jongdari, and Rumbia, recorded by ultrasonic anemometers atop the Shanghai World Financial Center (SWFC), are used for the comparative analysis of stationary and nonstationary wind characteristics. The time-varying mean is extracted with the discrete wavelet transform (DWT) method, and the time-varying standard deviation is calculated by the autoregressive moving average generalized autoregressive conditional heteroscedasticity (ARMA-GARCH) model. After extracting the time-varying trend, the longitudinal wind characteristics, e.g., the probability distribution, power spectral density (PSD), turbulence integral scale, turbulence intensity, gust factor, and peak factor, are comparatively analyzed based on the stationary wind speed model, time-varying mean wind speed model and time-varying standard deviation wind speed model. The comparative analysis of the different wind models emphasizes the significance of the nonstationary considerations in typhoon events. The time-varying standard deviation model can better identify the similarities among the different typhoons and appropriately describe the nonstationary wind characteristics of the typhoons.
机译:台风风速记录的统计特征往往具有相当多的时变趋势;因此,静止风模型可能不适合估计台风事件的风特征。先驱提出了几种非营养风速模型,以更准确地表征风特性,但对不同风模型的适用性的比较研究仍然缺乏。在这项研究中,上海世界金融中心(SWFC)上的超声波风压仪记录的三个登陆台风,Ampil,Jongdari和Rumbia用于静止和非间断风特征的比较分析。用离散小波变换(DWT)方法提取时变平均值,并且通过自回归移动平均广义归共条件异染性(ARMA-GARCH)模型来计算时变标准偏差。在提取时变趋势之后,基于固定风速模型,纵向风特性,例如概率分布,功率谱密度(PSD),湍流整体刻度,湍流强度,阵风系数和峰值因子相对分析,时变平均风速模型及时变标准偏差风速模型。不同风模型的比较分析强调了非间断考虑在台风事件中的重要性。时变标准偏差模型可以更好地识别不同的台风之间的相似性,并适当地描述台风的非间断风特征。

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