A Robust Determination of Milky Way Satellite Properties using Hierarchical Mass Modeling
arXiv:1309.2641 · doi:10.1093/mnras/stv942
Abstract
We introduce a new methodology to robustly determine the mass profile, as well as the overall distribution, of Local Group satellite galaxies. Specifically we employ a statistical multilevel modelling technique, Bayesian hierarchical modelling, to simultaneously constrain the properties of individual Local Group Milky Way satellite galaxies and the characteristics of the Milky Way satellite population. We show that this methodology reduces the uncertainty in individual dwarf galaxy mass measurements up to a factor of a few for the faintest galaxies. We find that the distribution of Milky Way satellites inferred by this analysis, with the exception of the apparent lack of high-mass haloes, is consistent with the Lambda cold dark matter (Lambda-CDM) paradigm. In particular we find that both the measured relationship between the maximum circular velocity and the radius at this velocity, as well as the inferred relationship between the mass within 300 pc and luminosity, match the values predicted by Lambda-CDM simulations for halos with maximum circular velocities below 20 km/sec. Perhaps more striking is that this analysis seems to suggest a more cusped "average" halo shape that is shared by these galaxies. While this study reconciles many of the observed properties of the Milky Way satellite distribution with that of Lambda-CDM simulations, we find that there is still a deficit of satellites with maximum circular velocities of 20-40 km/sec.
14 pages, 4 figures, 3 tables
References in corpus (23)
- Too big to fail? The puzzling darkness of massive Milky Way subhaloes
- The Kinematics of the Ultra-Faint Milky Way Satellites: Solving the Missing Satellite Problem
- A common mass scale for satellite galaxies of the Milky Way
- Hundreds of Milky Way Satellites? Luminosity Bias in the Satellite Luminosity Function
- Cores in Dwarf Galaxies from Dark Matter with a Yukawa Potential
- Stellar Feedback in Dwarf Galaxy Formation
- The Luminosity Function of the Milky Way Satellites
- Cosmological puzzle resolved by stellar feedback in high redshift galaxies
- Does the Fornax dwarf spheroidal have a central cusp or core?
- Precise constraints on the dark matter content of Milky Way dwarf galaxies for gamma-ray experiments
- Realistic sterile neutrino dark matter with keV mass does not contradict cosmological bounds
- Dark matter subhalos and the dwarf satellites of the Milky Way
- The Invisibles: A Detection Algorithm to Trace the Faintest Milky Way Satellites
- Leo V: A Companion of a Companion of the Milky Way Galaxy
- Segue 2: The Least Massive Galaxy
- Clean Kinematic Samples in Dwarf Spheroidals: An Algorithm for Evaluating Membership and Estimating Distribution Parameters When Contamination is Present
- Type Ia Supernova Light Curve Inference: Hierarchical Bayesian Analysis in the Near Infrared
- Cores and Cusps in the Dwarf Spheroidals
- The origin of failed subhaloes and the common mass scale of the Milky Way satellite galaxies
- Model comparison of the dark matter profiles of Fornax, Sculptor, Carina and Sextans
- Connecting Reionization to the Local Universe
- Central mass and luminosity of Milky Way satellites in the LCDM model
- Observed Properties of Dark Matter: dynamical studies of dSph galaxies
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- Effect of Black Holes in Local Dwarf Spheroidal Galaxies on Gamma-Ray Constraints on Dark Matter Annihilation
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