Estimating the Maximum Intensities of Soft X-ray Flares Using Extreme Value Theory
V. De la Luz, E. P. Balanzario, T. Tsiftsi

TL;DR
This paper applies extreme value theory to estimate the maximum intensities of solar X-ray flares, providing insights into the frequency of extreme events that could impact Earth's technological systems.
Contribution
It introduces a novel application of extreme value theory to model the dual tail behavior of solar flare intensities, improving risk assessment methods.
Findings
Expected one X23 or greater flare every 25 years
Dual tail behavior observed in flare data
Provides statistical basis for civil protection planning
Abstract
Solar flares are one of the most energetic events in the solar system, their impact on Earth at ground level and its atmosphere remains under study. The repercussions of this phenomenon in our technological infrastructure includes radio blackouts and errors in geopositional and navigation systems that are considered natural hazards in ever more countries. Occurrence frequency and intensity of the most energetic solar flares are been taken into account in national programs for civil protection in order to reduce the risk and increase the resilience from Space Weather events. In this work we use the statistical theory of extreme values as well as other statistical methods in order to asses the magnitudes of the most extreme solar flare events expected to occur in a given period of time. We found that the data set under study presents a dual tail behaviour. Our results show that on average…
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