26–28 May 2025
Fletcher Landgoed Hotel Holthurnsche Hof
Europe/Amsterdam timezone

Modeling Skewed Stellar Velocity Distributions with Mixture Models

Not scheduled
30m
Fletcher Landgoed Hotel Holthurnsche Hof

Fletcher Landgoed Hotel Holthurnsche Hof

Zevenheuvelenweg 48A, 6571 CK Berg en Dal

Description

To distinguish halo stars from stars in the thin and thick disk, the velocities of the stars are often used, such as applying a cutoff to the Toomre velocity. Gaussian Mixture Models (GMMs) are also used to model the contributions from the three components. However, a Toomre velocity cutoff is somewhat rudimentary, and the GMMs assume that the velocity distributions of all three components are Gaussian for all three velocities. In reality, the azimuthal velocities ($v_\phi$) of disk stars can be better fit by a skewed distribution. Using Gaia DR3, we model the velocity distribution of stars in and beyond the Solar neighbourhood using a mixture model that describes this characteristic better and enables a more accurate selection of halo stars. We will use this sample to identify substructures in the halo throughout the Galaxy possibly associated to merger debris.

Talk category NOVA Network 1
Preference for a talk or poster Poster

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