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Regression to the mean can explain saturation of geomagnetic storms
Nithin Sivadas1,2, David Sibeck3, Varsha Subramanyan4
1Department of Physics, The Catholic University of America, Washington, DC, USA. nithinsivadas90@gmail.com.
Abstract:
Extreme space weather events on Earth occur during intervals of strong solar wind driving1. The solar wind drives plasma convection and currents in the near-Earth space environment2. For low values of the driver, the Earth's response is linear, estimated by parameters such as the polar cap index based on ground magnetometer activity3. Curiously, for extreme solar wind driving, the Earth's response appears not to increase beyond a saturation limit4. Theorists have advanced a host of explanations for this saturation effect, but there is no consensus5. Here we demonstrate that this saturation is a manifestation of the regression to the mean effect6 arising from random uncertainty in the timing and magnitude of solar wind measurements. Our results reveal that data analysis underpinning the saturation theories is nonlinearly biased, thereby challenging the validity of the theories. Correcting for the uncertainties reveals that the Earth's response to solar wind driving is linear throughout, and that the impact of extreme geomagnetic storms can be twice as large as previously thought. We show that regression to the mean is a fundamental property of the relationship between measurement and the truth, where the truth corresponding to the measurement is closer to the mean. This effect is particularly pronounced for uncertain measurements of extreme values and is likely to manifest across various fields, from extreme climate studies to chronic medical pain.
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