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

被引:58
|
作者
Love, Jeffrey J. [1 ]
Rigler, E. Joshua [1 ]
Pulkkinen, Antti [2 ]
Riley, Pete [3 ]
机构
[1] US Geol Survey, Geomagnetism Program, Denver, CO 80225 USA
[2] NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USA
[3] Predict Sci Inc, San Diego, CA USA
关键词
SPACE WEATHER; POWER LAWS; D-ST; DISTRIBUTIONS;
D O I
10.1002/2015GL064842
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
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.
引用
收藏
页码:6544 / 6553
页数:10
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