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Statistical Projection of the North Atlantic Storm Tracks

机译:北大西洋风暴轨道的统计投标

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摘要

A method for empirical-statistical downscaling was adapted to project seasonal cyclone density over the North Atlantic Ocean. To this aim, the seasonal mean cyclone density was derived from instantaneous values of the 6-h mean sea level pressure (SLP) reanalysis fields. The cyclone density was then combined with seasonal mean reanalysis and global climate model projections of SLP or 500-hPa geopotential height to obtain future projections of the North Atlantic storm tracks. The empirical-statistical approach is computationally efficient because it makes use of seasonally aggregated cyclone statistics and allows the future cyclone density to be estimated from the full ensemble of available CMIP5 models rather than from a smaller subset. However, the projected cyclone density in the future differs considerably depending on the choice of predictor, SLP, or 500-hPa geopotential height. This discrepancy suggests that the relationship between the cyclone density and SLP, 500-hPa geopotential height, or both is nonstationary; that is, that the statistical model depends on the calibration period. A stationarity test based on 6-hourly HadGEM2-ES data indicated that the 500-hPa geopotential height was not a robust predictor of cyclone density.
机译:一种经验统计划分的方法适用于在北大西洋的季节性旋风密度下进行季节性旋风密度。为此目的,季节性平均旋风密度来自6-H平均海平面压力(SLP)再分析场的瞬时值。然后将旋风密度与SLP或500-HPA地理位置高度的季节性平均再分析和全球气候模型投影结合,以获得北大西洋风暴轨道的未来预测。经验统计方法是计算效率,因为它利用了季节性聚合的旋风统计,并且允许从可用CMIP5模型的全部集合而不是较小的子集估计未来的旋风密度。然而,根据预测器,SLP或500-HPA地球势高度的选择,将来的预测旋风密度很大。这种差异表明,旋风密度和SLP,500-HPA地球态高度或两者之间的关系是非间平的;也就是说,统计模型取决于校准时间。基于6小时HATGEM2-ES数据的实用性测试表明,500-HPA地理位置高度不是旋风密度的稳健预测因子。

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