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تسجيل مستخدم جديدMass-Radius relationship for M dwarf exoplanets: Comparing nonparametric and parametric methods
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M dwarfs, though the most abundant star in the galaxy, form only a small subset of stellar hosts with exoplanets with measured radii and masses. In this paper we analyze the Mass-Radius (M-R) relationship of planets around M dwarfs using M-R measurements for 24 exoplanets. In particular, we apply both parametric and nonparametric models and compare the two different fitting methods. We also use these methods to compare the results of the M dwarf M-R relationship with that from the Kepler sample. Using the nonparametric method, we find that the predicted masses for the smallest and largest planets around M dwarfs are smaller than that given by the relation fit to the Kepler data, but that the distribution of masses for 3 Earth Radii planets does not substantially differ between the two datasets. With future additions to the M dwarf M-R relation from TESS and instruments like the Habitable Zone Planet Finder, we will be able to characterize these differences in more detail, which will help illuminate the process of planetary formation and evolution around these stars. We release a publicly available Python code called MRExo which uses the nonparametric algorithm introduced by Ning et al. (2018) to fit the M-R relationship. Such a nonparametric fit does not assume an underlying power law fit to the measurements and hence can be used on samples spanning large mass and radii ranges. Therefore by not assuming a functional form, the fit is less biased. MRExo also offers a tool to predict mass from radius posteriors, and vice versa. This functionality can help inform observational strategies for radial velocity campaigns, such as TESS follow-up studies, as well as predict radii with microlensing planet masses.
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