# New Suns in the Cosmos IV: the multifractal nature of stellar magnetic activity in \textit{Kepler} cool stars

## TL;DR

This study analyzes the multifractal properties of stellar magnetic activity in Kepler cool stars and the Sun, revealing correlations with magnetic indices and implications for stellar evolution.

## Contribution

Introduces a multifractal analysis method using MFDMA to quantify stellar magnetic activity and links it to stellar rotation and evolution.

## Key findings

- Strong correlation between multifractal indices and magnetic activity index S_ph
- The Hurst exponent H relates to stellar rotation period and evolution
- Multifractal spectrum features correlate with magnetic activity measures

## Abstract

In the present study, we investigate the multifractal nature of a long-cadence time series observed by the \textit{Kepler} mission for a sample of 34 M dwarf stars and the Sun in its active phase. Using the Multifractal Detrending Moving Average algorithm (MFDMA), which enables the detection of multifractality in nonstationary time series, we define a set of multifractal indices based on the multifractal spectrum profile as a measure of the level of stellar magnetic activity. This set of indices is given by the ($A$,$\Delta \alpha$,$C$,$H$)-quartet, where $A$, $\Delta \alpha$ and $C$ are related to geometric features from the multifractal spectrum and the global Hurst exponent $H$ describes the global structure and memorability of time series dynamics. As a test, we measure these indices and compare them with a magnetic index defined as $S_{ph}$ and verify the degree of correlation among them. First, we apply the Poincar\'e plot method and find a strong correlation between the $\left\langle S_{ph}\right\rangle$ index and one of the descriptors that emerges from this method. As a result, we find that this index is strongly correlated with long-term features of the signal. From the multifractal perspective, the $\left\langle S_{ph}\right\rangle$ index is also strongly linked to the geometric properties of the multifractal spectrum except for the $H$ index. Furthermore, our results emphasize that the rotation period of stars is scaled by the $H$ index, which is consistent with Skumanich's relationship. Finally, our approach suggests that the $H$ index may be related to the evolution of stellar angular momentum and a star's magnetic properties.