Exploring the IMF of star clusters: a joint SLUG and LEGUS effort
arXiv:1705.02980 · doi:10.1093/mnras/stx935
Abstract
We present the implementation of a Bayesian formalism within the Stochastically Lighting Up Galaxies (SLUG) stellar population synthesis code, which is designed to investigate variations in the initial mass function (IMF) of star clusters. By comparing observed cluster photometry to large libraries of clusters simulated with a continuously varying IMF, our formalism yields the posterior probability distribution function (PDF) of the cluster mass, age, and extinction, jointly with the parameters describing the IMF. We apply this formalism to a sample of star clusters from the nearby galaxy NGC 628, for which broad-band photometry in five filters is available as part of the Legacy ExtraGalactic UV Survey (LEGUS). After allowing the upper-end slope of the IMF () to vary, we recover PDFs for the mass, age, and extinction that are broadly consistent with what is found when assuming an invariant Kroupa IMF. However, the posterior PDF for is very broad due to a strong degeneracy with the cluster mass, and it is found to be sensitive to the choice of priors, particularly on the cluster mass. We find only a modest improvement in the constraining power of when adding H photometry from the companion H-LEGUS survey. Conversely, H photometry significantly improves the age determination, reducing the frequency of multi-modal PDFs. With the aid of mock clusters we quantify the degeneracy between physical parameters, showing how constraints on the cluster mass that are independent of photometry can be used to pin down the IMF properties of star clusters.
arXiv comment17 pages, 16 figures, Pre-copyedited version of article accepted for publication in MNRAS following peer review
References in corpus (53)
- Galactic Stellar and Substellar Initial Mass Function
- On the variation of the Initial Mass Function
- Starburst99: Synthesis Models for Galaxies with Active Star Formation
- Evolutionary tracks and isochrones for low- and intermediate-mass stars: from 0.15 to 7 M_sun, and from Z=0.0004 to 0.03
- The Optical and Near-Infrared Properties of Galaxies: I. Luminosity and Stellar Mass Functions
- Grids of stellar models with rotation - I. Models from 0.8 to 120 Msun at solar metallicity (Z = 0.014)
- A Universal Stellar Initial Mass Function? A Critical Look at Variations
- A systematic variation of the stellar initial mass function in early-type galaxies
- Comparison of H-alpha and UV Star Formation Rates in the Local Volume: Systematic Discrepancies for Dwarf Galaxies
- Galactic-Field IMFs of Massive Stars
- A Substantial Population of Low Mass Stars in Luminous Elliptical Galaxies
- Optimization of Starburst99 for Intermediate-Age and Old Stellar Populations
- The Stellar Initial Mass Function in Early-Type Galaxies From Absorption Line Spectroscopy. II. Results
- The Effects of Stellar Rotation. II. A Comprehensive Set of Starburst99 Models
- Spectral synthesis including massive binaries
- Star Formation from Galaxies to Globules
- A Theory of the IMF for Star Formation in Molecular Clouds
- Evidence for a Non-Uniform Initial Mass Function in the Local Universe
- The stellar and sub-stellar IMF of simple and composite populations
- The Origin of Massive O-type Field Stars. Part II: Field O stars as runaways
- Galaxy And Mass Assembly (GAMA): The star formation rate dependence of the stellar initial mass function
- Legacy ExtraGalactic UV Survey (LEGUS) with The Hubble Space Telescope. I. Survey Description
- SLUG - Stochastically Lighting Up Galaxies I: Methods and Validating Tests
- SLUG -- Stochastically Lighting Up Galaxies. III: A Suite of Tools for Simulated Photometry, Spectroscopy, and Bayesian Inference with Stochastic Stellar Populations
- Stochastic star formation and a (nearly) uniform stellar initial mass function
- Dynamical Evidence for a Luminous, Young Globular Cluster in NGC 1569
- The Effects of Stellar Rotation. I. Impact on the Ionizing Spectra and Integrated Properties of Stellar Populations
- SLUG - Stochastically Lighting Up Galaxies. II: Quantifying the Effects of Stochasticity on Star Formation Rate Indicators
- Confidence levels of evolutionary synthesis models III: On sampling and Poissonian fluctuations
- The Jeans mass and the origin of the knee in the IMF
- Variations in the initial mass function in early-type galaxies: A critical comparison between dynamical and spectroscopic results
- The Origin of Massive O-type Field Stars. Part I: A Search for Clusters
- Field O stars: formed in situ or as runaways?
- Abundance ratios in hierarchical galaxy formation
- IMF shape constraints from stellar populations and dynamics from CALIFA
- Models for Massive Stellar Populations with Rotation
- The Spatial Distribution of the Young Stellar Clusters in the Star Forming Galaxy NGC 628
- The Runaways and Isolated O-Type Star Spectroscopic Survey of the SMC (RIOTS4)
- An IMF Study of the Dwarf Starburst Galaxy NGC 4214
- The Sparsest Clusters With O Stars
- Stellar clusterings around "Isolated" Massive YSOs in the LMC
- Star Cluster Properties in Two LEGUS Galaxies Computed with Stochastic Stellar Population Synthesis Models
- A Method for Measuring Variations in the Stellar Initial Mass Function
- A Sample of OB Stars That Formed in the Field
- MASSCLEAN - MASSive CLuster Evolution and ANalysis Package - Description and Tests
- The cluster birthline in M33
- Variations in Integrated Galactic Initial Mass Functions due to Sampling Method and Cluster Mass Function
- Big Fish in Small Ponds: Massive Stars in the Low Mass Clusters of M83
- How binary interactions affect spectral stellar population synthesis
- A Deeper Look at Faint H Emission in Nearby Dwarf Galaxies
- A hierarchical Bayesian approach for reconstructing the Initial Mass Function of Single Stellar Populations
- The galaxy-wide IMF - from star clusters to galaxies
- Dynamical masses, time-scales, and evolution of star clusters
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- The Spatial Relation between Young Star Clusters and Molecular Clouds in M 51 with LEGUS
- The young star cluster population of M51 with LEGUS - II. Testing environmental dependencies
- PHANGS-HST: Star Cluster Spectral Energy Distribution Fitting with CIGALE
- LEGUS and Halpha-LEGUS Observations of Star Clusters in NGC 4449: Improved Ages and the Fraction of Light in Clusters as a Function of Age
- Extinction Maps and Dust-to-Gas Ratios in Nearby Galaxies with LEGUS
- Observable and ionizing properties of star-forming galaxies with very massive stars and different IMFs
- Improving Star Cluster Age Estimates in PHANGS-HST Galaxies and the Impact on Cluster Demographics in NGC 628
- How proper are Bayesian models in the astronomical literature?
- Does God play dice with star clusters?
- The Dependence of the Hierarchical Distribution of Star Clusters on Galactic Environment
- The PHANGS-HST-Halpha Survey: Warm Ionized Gas Physics at High Angular resolution in Nearby GalaxieS with the Hubble Space Telescope
- Synthetic photometry of OB star clusters with stochastically sampled IMFs: analysis of models and HST observations
- A Preferential Attachment Model for the Stellar Initial Mass Function
- A Tale of 3 Dwarfs: No Extreme Cluster Formation in Extreme Star-Forming Galaxies
- The initial mass function of stars and the star-formation rates of galaxies
- Constraining the LyC escape fraction from LEGUS star clusters with SIGNALS HII region observations: A pilot study of NGC 628
- The High Mass Slope of the IMF
- Star Cluster Formation and Evolution in M101: An Investigation with the Legacy Extragalactic UV Survey
- Theoretical predictions for IMF diagnostics in UV spectroscopy of star clusters
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