On the lognormality of historical magnetic storm intensity statistics: Implications for extreme-event probabilities
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...
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Veröffentlicht in: | Geophysical research letters 2015-08, Vol.42 (16), p.6544-6553 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | 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.
Key Points
Storm occurrence might be a lognormal process
Storm occurrence is not well modeled as a power‐law process
Confidence limits on forecasts remain wide due to few data |
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ISSN: | 0094-8276 1944-8007 |
DOI: | 10.1002/2015GL064842 |