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On the lognormality of historical magnetic storm intensity statistics: Implications for extreme-event probabilities

机译:关于历史磁暴强度统计的对数正态性:对极端事件概率的影响

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摘要

An examination is made of the hypothesis that the statistics of magnetic storm maximum intensities are the realization of a lognormal stochastic process. Weighted least squares and maximum likelihood methods are used to fit lognormal functions to -Dst storm time maxima for years 1957-2012; bootstrap analysis is used to established confidence limits on forecasts. Both methods provide fits that are reasonably consistent with the data; both methods also provide fits that are superior to those that can be made with a power-law function. In general, the maximum likelihood method provides forecasts having tighter confidence intervals than those provided by weighted least squares. From extrapolation of maximum likelihood fits: a magnetic storm with intensity exceeding that of the 1859 Carrington event, -Dst >= 850 nT, occurs about 1.13 times per century and a wide 95% confidence interval of [0.42, 2.41] times per century; a 100 year magnetic storm is identified as having a -Dst >= 880 nT (greater than Carrington) but a wide 95% confidence interval of [490, 1187] nT.
机译:对以下假设进行了检验:磁暴最大强度的统计是对数正态随机过程的实现。使用加权最小二乘和最大似然法将对数正态函数拟合为1957-2012年的-Dst风暴时间最大值;引导分析用于建立预测的置信度限制。两种方法都提供与数据合理一致的拟合。两种方法的拟合度都优于幂律函数所能拟合的拟合度。一般而言,最大似然法所提供的预测的置信区间比加权最小二乘法所提供的预测更紧密。通过最大似然拟合的推断:强度超过1859年卡灵顿事件的磁暴,-Dst> = 850 nT,每世纪发生约1.13次,且每个世纪的[0.42,2.41]次具有95%的宽置信区间; 100年的磁暴被确定为-Dst> = 880 nT(大于Carrington),但是[490,1187] nT的95%置信区间很宽。

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