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The relationship between NAO and temperature in Hungary and its nonlinear connection with ENSO

机译:匈牙利NAO与温度的关系及其与ENSO的非线性关系

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摘要

Homogenized monthly and annual mean temperatures for ten locations in Hungary from 1901 to 1999 are analyzed. A principal component analysis was performed and the first new component containing 94.5% of the total variance has been retained. A linear regression of this variable on a sea level pressure NAO index results in relatively weak correlations. In order to consider the trends in both data series, a polynomial of years is added to the regression. After a selection of the optimal polynomial orders by Akaike's criteria the correlation coefficients are significantly increased. The Southern Oscillation Index (SO index) characterizing the El Nino - Southern Oscillation (ENSO) is then incorporated in the relationship via a nonlinear, threshold model. The threshold model consists of the above linear regressions but is conditioned on the SO index threshold variable. The rationale behind this approach is to allow a change of model performance according to ENSO phase. The thresholds are not pre-specified but are estimated from the data, while the number of thresholds is chosen by Akaike's criteria. A likelihood ratio test shows an improvement of these models over the linear model with very strong significance levels, except in June.
机译:分析了1901年至1999年匈牙利十个地区的均化月平均温度和年平均温度。进行了主成分分析,保留了包含94.5%总方差的第一个新成分。该变量在海平面压力NAO指数上的线性回归导致相对较弱的相关性。为了考虑两个数据系列中的趋势,将年份的多项式添加到回归中。通过Akaike准则选择最佳多项式阶数后,相关系数显着增加。然后,通过非线性阈值模型将表征厄尔尼诺现象的南方涛动指数(SO指数)与南方涛动(ENSO)结合起来。阈值模型由上述线性回归组成,但以SO索引阈值变量为条件。此方法的基本原理是允许根据ENSO阶段更改模型性能。阈值不是预先指定的,而是根据数据估算的,而阈值的数量则由Akaike的标准选择。可能性比检验显示,除了六月以外,这些模型相对于线性模型具有显着性显着性水平的改进​​。

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