Measuring Resolved Star Formation Histories from High-Precision Color-Magnitude Diagrams with StarFormationHistories.jl
arXiv:2407.19534 · doi:10.3847/1538-4365/adbb64
Abstract
Understanding how and when galaxies formed stars over the history of the Universe is fundamental to the study of galaxy evolution. The star formation histories (SFHs) of galaxies in the local Universe can be measured with high precision using deep imaging with space telescopes. Such \emph{resolved} SFHs are based on modelling the observed color-magnitude diagram (CMD) with stellar evolution models and rely on age-sensitive features like the main sequence turn-off to measure a galaxy's star formation rate as a function of time. There are many other population-level parameters that factor into these measurements, such as the stellar initial mass function (IMF), binary fraction, and metallicity, to name a few. We present and release StarFormationHistoriesjl, a modular, open-source Julia package for measuring resolved SFHs with a focus on model flexibility for these types of population parameters. The code can model unresolved photometric binaries and supports arbitrary IMFs. Random uncertainties in the SFH measurements can be quantified with Monte Carlo posterior sampling methods. We illustrate the performance of the package on JWST/NIRCAM data of the Local Group dwarf irregular galaxy WLM , which exhibits a complex, well-sampled CMD, and HST/ACS data of the ultra-faint Milky Way satellite dwarf galaxy Horologium I , which has a much simpler but sparser CMD.
arXiv comment33 pages, 14 figures, 3 appendices -- updated to match published ApJS version
References in corpus (106)
- Maps of Dust IR Emission for Use in Estimation of Reddening and CMBR Foregrounds
- emcee: The MCMC Hammer
- Galactic Stellar and Substellar Initial Mass Function
- Measuring Reddening with SDSS Stellar Spectra and Recalibrating SFD
- On the variation of the Initial Mass Function
- PARSEC: stellar tracks and isochrones with the PAdova and TRieste Stellar Evolution Code
- The EAGLE project: Simulating the evolution and assembly of galaxies and their environments
- MESA Isochrones and Stellar Tracks (MIST). I: Solar-Scaled Models
- The Eleventh and Twelfth Data Releases of the Sloan Digital Sky Survey: Final Data from SDSS-III
- Introducing the Illustris Project: Simulating the coevolution of dark and visible matter in the Universe
- Parametric Recovery of Line-of-Sight Velocity Distributions from Absorption-Line Spectra of Galaxies via Penalized Likelihood
- MESA Isochrones and Stellar Tracks (MIST) 0: Methods for the construction of stellar isochrones
- The propagation of uncertainties in stellar population synthesis modeling I: The relevance of uncertain aspects of stellar evolution and the IMF to the derived physical properties of galaxies
- The observed properties of dwarf galaxies in and around the Local Group
- First results from the IllustrisTNG simulations: the stellar mass content of groups and clusters of galaxies
- Improving the full spectrum fitting method: accurate convolution with Gauss-Hermite functions
- Properties of galaxies reproduced by a hydrodynamic simulation
- The propagation of uncertainties in stellar population synthesis modeling III: model calibration, comparison, and evaluation
- Simba: Cosmological Simulations with Black Hole Growth and Feedback
- A new generation of PARSEC-COLIBRI stellar isochrones including the TP-AGB phase
- The Dark Energy Survey: more than dark energy - an overview
- A model for cosmological simulations of galaxy formation physics
- The Universal Stellar Mass-Stellar Metallicity Relation for Dwarf Galaxies
- Stellar Population Inference with Prospector
- Improving PARSEC models for very low mass stars
- PARSEC evolutionary tracks of massive stars up to at metallicities 0.00010.04
- Cuspy No More: How Outflows Affect the Central Dark Matter and Baryon Distribution in Lambda CDM Galaxies
- Eight New Milky Way Companions Discovered in First-Year Dark Energy Survey Data
- Numerical Methods of Star Formation History Measurement and Applications to Seven Dwarf Spheroidals
- Beasts of the Southern Wild: Discovery of nine Ultra Faint satellites in the vicinity of the Magellanic Clouds
- Deriving Physical Properties from Broadband Photometry with Prospector: Description of the Model and a Demonstration of its Accuracy Using 129 Galaxies in the Local Universe
- The Star Formation Histories of Local Group Dwarf Galaxies I. Hubble Space Telescope / Wide Field Planetary Camera 2 Observations
- New PARSEC evolutionary tracks of massive stars at low metallicity: testing canonical stellar evolution in nearby star forming dwarf galaxies
- The Ages of 55 Globular Clusters as Determined Using an Improved delta V_TO^HB Method Along with Color-Magnitude Diagram Constraints, and Their Implications for Broader Issues
- The ACS Survey of Galactic Globular Clusters. XII. Photometric Binaries along the Main-Sequence
- A Stellar Mass Threshold for Quenching of Field Galaxies
- ULySS: A Full Spectrum Fitting Package
- The Galactic disk mass-budget : I. stellar mass-function and density
- The ACS Nearby Galaxy Survey Treasury VIII. The Global Star Formation Histories of 60 Dwarf Galaxies in the Local Volume
- Galacticus: A Semi-Analytic Model of Galaxy Formation
- The Quenching of the Ultra-Faint Dwarf Galaxies in the Reionization Era
- Multi-Element Abundance Measurements from Medium-Resolution Spectra. III. Metallicity Distributions of Milky Way Dwarf Satellite Galaxies
- A physical model for cosmological simulations of galaxy formation: multi-epoch validation
- Breathing FIRE: How Stellar Feedback Drives Radial Migration, Rapid Size Fluctuations, and Population Gradients in Low-Mass Galaxies
- Full spectrum fitting with photometry in pPXF: stellar population versus dynamical masses, non-parametric star formation history and metallicity for 3200 LEGA-C galaxies at redshift z~0.8
- The propagation of uncertainties in stellar population synthesis modeling II: The challenge of comparing galaxy evolution models to observations
- Constraining the thermally-pulsing asymptotic giant branch phase with resolved stellar populations in the Small Magellanic Cloud
- The Stellar Initial Mass Function of Ultra-Faint Dwarf Galaxies: Evidence for IMF Variations with Galactic Environment
- The Nature of Starbursts: I. The Star Formation Histories of Eighteen Nearby Starburst Dwarf Galaxies
- A Method for Determining the Star Formation History of a Mixed Stellar Population
- The ACS LCID project. III. The star formation history of the Cetus dSph galaxy: a post-reionization fossil
- The Star Formation Histories of Local Group Dwarf Galaxies II. Searching For Signatures of Reionization
- The evolution of star formation histories of quiescent galaxies
- Constraining the thermally pulsing asymptotic giant branch phase with resolved stellar populations in the Large Magellanic Cloud
- The Nature of Starbursts : II. The Duration of Starbursts in Dwarf Galaxies
- IAC-Star: a Code for Synthetic Color-Magnitude Diagram Computation
- The Predicted Metallicity Distribution of Stars in Dwarf Spheroidal Galaxies
- Kinematics and chemistry of recently discovered Reticulum 2 and Horologium 1 dwarf galaxies
- YBC, a stellar bolometric corrections database with variable extinction coefficients: an application to PARSEC isochrones
- The Missing Satellites of the Magellanic Clouds? Gaia Proper Motions of the Recently Discovered Ultra-Faint Galaxies
- Chemical Evolution of Dwarf Spheroidal and Blue Compact Galaxies
- A maximum likelihood method for fitting colour-magnitude diagrams
- The ACS LCID project. V. The Star Formation History of the Dwarf Galaxy \objectname[]{LGS-3}: Clues for Cosmic Reionization and Feedback
- Taking Care of Business in a Flash: Constraining the Timescale for Low-Mass Satellite Quenching with ELVIS
- Rapid Environmental Quenching of Satellite Dwarf Galaxies in the Local Group
- ASteCA - Automated Stellar Cluster Analysis
- Dark Matter Heating and Early Core Formation in Dwarf Galaxies
- The ISLAndS project II: The Lifetime Star Formation Histories of Six Andromeda dSphs
- On the Estimation of Systematic Uncertainties of Star Formation Histories
- IAC-pop: Finding the Star Formation History of Resolved Galaxies
- Distributions.jl: Definition and Modeling of Probability Distributions in the JuliaStats Ecosystem
- On the Estimation of Random Uncertainties of Star Formation Histories
- Hubble Tarantula Treasury Project: Unraveling Tarantula's Web. II. Optical and Near Infrared Star Formation History of the Starburst Cluster NGC 2070 in 30 Doradus
- The Panchromatic Hubble Andromeda Treasury XV. The BEAST: Bayesian Extinction and Stellar Tool
- Recovering the star formation histories of recently-quenched galaxies: the impact of model and prior choices
- Inferring More from Less: Prospector as a Photometric Redshift Engine in the Era of JWST
- A Dichotomy in Satellite Quenching Around L* Galaxies
- The Binary Fraction of Stars in Dwarf Galaxies: the Cases of Draco and Ursa Minor
- Pégase.3: A code for modeling the UV-to-IR/submm spectral and chemical evolution of galaxies with dust
- Star formation at the edge of the Local Group: a rising star formation history in the isolated galaxy WLM
- Star Formation Histories of Ultra-Faint Dwarf Galaxies: environmental differences between Magellanic and non-Magellanic satellites?
- Chemical Abundance Analysis of Three -Poor, Metal-Poor Stars in the Ultra-Faint Dwarf Galaxy Horologium I
- Inside catalogs: a comparison of source extraction software
- A Wide-Field View on Multiple Stellar Populations in 28 Milky Way Globular Clusters
- A Predicted Correlation Between Age Gradient and Star Formation History in FIRE Dwarf Galaxies
- Star formation histories of the LEGUS dwarf galaxies (III): the non-bursty nature of 23 star forming dwarf galaxies
- Satellites of Milky Way- and M31-like galaxies with TNG50: quenched fractions, gas content, and star formation histories
- Binary mass ratios: system mass not primary mass
- Metallicity Distribution Functions of 13 Ultra-Faint Dwarf Galaxy Candidates from Hubble Space Telescope Narrowband Imaging
- The ISLANDS project I: Andromeda XVI, An Extremely Low Mass Galaxy not Quenched by Reionization
- Investigating the Stellar Mass Growth Histories of Satellite Galaxies as a Function of Infall Time using Phase-Space
- The initial mass function in the Coma Berenices dwarf galaxy from deep near-infrared HST observations
- Dissecting the Gaia HR diagram within 200 pc
- Simulating Metal Mixing of Both Common and Rare Enrichment Sources in a Low Mass Dwarf Galaxy
- A transdimensional Bayesian method to infer the star formation history of resolved stellar populations
- MORGOTH: incorporating horizontal branch modelling into star formation history determinations
- Cosmic CARNage II: the evolution of the galaxy stellar mass function in observations and galaxy formation models
- The nature of core formation in dark matter haloes: adiabatic or impulsive?
- On the Incorporation of Metallicity Data into Star Formation History Measurements from Resolved Stellar Populations
- Models for Metal-Poor Stars with Different Initial Abundances of C, N, O, Mg, and Si. II. Application to the Colour-Magnitude Diagrams of the Globular Clusters 47 Tuc, NGC 6362, M5, M3, M55, and M92
- Reionization time of the Local Group and Local-Group-like halo pairs
- Constraining the nature of dark matter with the star formation history of the faintest Local Group dwarf galaxy satellites
- A new method for deriving the stellar birth function of resolved stellar populations
- Thermal and Reionisation History within a Large-Volume Semi-Analytic Galaxy Formation Simulation
- Panchromatic SED fitting codes and modelling techniques
- Parameter Estimation for Scarce Stellar Populations