The Dust-to-Gas and Dust-to-Metals Ratio in Galaxies from z=0-6
arXiv:1906.09277 · doi:10.1093/mnras/stz2684
Abstract
We present predictions for the evolution of the galaxy dust-to-gas (DGR) and dust-to-metal (DTM) ratios from z=0 to 6, using a model for the production, growth, and destruction of dust grains implemented into the \simba\ cosmological hydrodynamic galaxy formation simulation. In our model, dust forms in stellar ejecta, grows by the accretion of metals, and is destroyed by thermal sputtering and supernovae. Our simulation reproduces the observed dust mass function at z=0, but modestly under-predicts the mass function by ~x3 at z ~ 1-2. The z=0 DGR vs metallicity relationship shows a tight positive correlation for star-forming galaxies, while it is uncorrelated for quenched systems. There is little evolution in the DGR-metallicity relationship between z=0-6. We use machine learning techniques to search for the galaxy physical properties that best correlate with the DGR and DTM. We find that the DGR is primarily correlated with the gas-phase metallicity, though correlations with the depletion timescale, stellar mass and gas fraction are non-negligible. We provide a crude fitting relationship for DGR and DTM vs. the gas-phase metallicity, along with a public code package that estimates the DGR and DTM given a set of galaxy physical properties.
arXiv commentAccepted for publication in MNRAS, 13 pages
References in corpus (121)
- Scikit-learn: Machine Learning in Python
- Planck 2015 results. XIII. Cosmological parameters
- The chemical composition of the Sun
- The cosmological simulation code GADGET-2
- The Global Schmidt Law in Star Forming Galaxies
- The Origin of the Mass--Metallicity Relation: Insights from 53,000 Star-Forming Galaxies in the SDSS
- [O III]/[N II] as an Abundance Indicator at High Redshift
- Galaxies on FIRE (Feedback In Realistic Environments): Stellar Feedback Explains Cosmologically Inefficient Star Formation
- Nucleosynthesis in Chandrasekhar Mass Models for Type Ia Supernovae and Constraints on Progenitor Systems and Burning-Front Propagation
- SparsePak: A Formatted Fiber Field Unit for The WIYN Telescope Bench Spectrograph. I. Design, Construction, and Calibration
- GIZMO: A New Class of Accurate, Mesh-Free Hydrodynamic Simulation Methods
- FIRE-2 Simulations: Physics versus Numerics in Galaxy Formation
- Simba: Cosmological Simulations with Black Hole Growth and Feedback
- Dust Masses, PAH Abundances, and Starlight Intensities in the SINGS Galaxy Sample
- Nucleosynthesis Yields of Core-Collapse Supernovae and Hypernovae, and Galactic Chemical Evolution
- Gas-to-Dust mass ratios in local galaxies over a 2 dex metallicity range
- Scattering by Interstellar Dust Grains: Optical and Ultraviolet
- The Evolution of the Elemental Abundances in the Gas and Dust Phases of the Galaxy
- Gusty, gaseous flows of FIRE: galactic winds in cosmological simulations with explicit stellar feedback
- Cosmological Simulations of Intergalactic Medium Enrichment from Galactic Outflows
- Dust Formation in Primordial Type II Supernovae
- The Evolving Interstellar Medium of Star Forming Galaxies Since z=2 as Probed by Their Infrared Spectral Energy Distributions
- The Star Formation Law in Atomic and Molecular Gas
- Dust in the Early Universe: Dust Formation in the Ejecta of Population III Supernovae
- The Cosmic Baryon Cycle and Galaxy Mass Assembly in the FIRE Simulations
- Dust Formation and Survival in Supernova Ejecta
- The Cannon: A data-driven approach to stellar label determination
- A General Model for the CO-H2 Conversion Factor in Galaxies with Applications to the Star Formation Law
- Grackle: a Chemistry and Cooling Library for Astrophysics
- A Budget and Accounting of Metals at z~0: Results from the COS-Halos Survey
- Evolution of interstellar dust and stardust in the solar neighbourhood
- MUFASA: Galaxy Formation Simulations With Meshless Hydrodynamics
- New calibrations for abundance determinations in HII regions
- The infrared side of galaxy formation. I. The local universe in the semi-analytical framework
- Evolution of Dust in Primordial Supernova Remnants: Can Dust Grains Formed in the Ejecta Survive and be Injected into the Early Interstellar Medium?
- Dust-to-gas Ratio and Metal Abundance in Dwarf Galaxies
- TPZ : Photometric redshift PDFs and ancillary information by using prediction trees and random forests
- Gravitational torque-driven black hole growth and feedback in cosmological simulations
- Dust Formation In Early Galaxies
- Herschel-ATLAS: Rapid evolution of dust in galaxies in the last 5 billion years
- The dust content of galaxies from z = 0 to z = 9
- Galaxy Properties from the Ultra-violet to the Far-Infrared: Lambda-CDM models confront observations
- Dust formation history of galaxies: a critical role of metallicity for the dust mass growth by accreting materials in the interstellar medium
- A systematic metallicity study of DustPedia galaxies reveals evolution in the dust-to-metal ratios
- Submillimetre galaxies in a hierarchical universe: number counts, redshift distribution, and implications for the IMF
- ISM Properties in Low-Metallicity Environments III. The Dust Spectral Energy Distributions of II Zw 40, He 2-10 and NGC 1140
- The Formation of Submillimetre-Bright Galaxies from Gas Infall over a Billion Years
- The Chemistry of Interstellar OH+, H2O+, and H3O+: Inferring the Cosmic Ray Ionization Rates from Observations of Molecular Ions
- Probing the Dust Properties of Galaxies at Submillimetre Wavelengths II. Dust-to-gas mass ratio trends with metallicity and the submm excess in dwarf galaxies
- What Phase of the Interstellar Medium Correlates with the Star Formation Rate?
- The CO-H2 Conversion Factor in Disc Galaxies and Mergers
- Dust Formation in Milky Way-like Galaxies
- A Physical Model for z~2 Dust Obscured Galaxies
- Simulating the dust content of galaxies: successes and failures
- The cycle of interstellar dust in galaxies of different morphological types
- Evolution of Thermally Pulsing Asymptotic Giant Branch Stars II. Dust production at varying metallicity
- Shattering and coagulation of dust grains in interstellar turbulence
- Electron-Ion Recombination on Grains and Polycyclic Aromatic Hydrocarbons
- A census of metals at high and low redshifts and the connection between submillimetre sources and spheroid formation
- Galaxy Simulation with Dust Formation and Destruction
- Dust attenuation, dust emission, and dust temperature in galaxies at z>=5: a view from the FIRE-2 simulations
- ArborZ: Photometric Redshifts Using Boosted Decision Trees
- A Theory for the Variation of Dust Attenuation Laws in Galaxies
- The equilibrium view on dust and metals in galaxies: Galactic outflows drive low dust-to-metal ratios in dwarf galaxies
- The dust budget crisis in high-redshift submillimetre galaxies
- Simulating galactic dust grain evolution on a moving mesh
- Dust-to-metal ratios in damped Lyman-alpha absorbers: Fresh clues to the origins of dust and optical extinction towards gamma-ray bursts
- A Simple and Accurate Network for Hydrogen and Carbon Chemistry in the ISM
- The dust production rate of AGB stars in the Magellanic Clouds
- Dust origin in late-type dwarf galaxies: ISM growth vs. type II supernovae
- The IRX-Beta Dust Attenuation Relation in Cosmological Galaxy Formation Simulations
- The SCUBA Local Universe Galaxy Survey - III. Dust along the Hubble sequence
- Cosmological simulation with dust formation and destruction
- Interstellar Grains in Elliptical Galaxies: Grain Evolution
- Dust and star-formation properties of a complete sample of local galaxies drawn from the Planck Early Release Compact Source Catalogue
- The missing metals problem. III How many metals are expelled from galaxies?
- Evolution of Dust-to-Metal Ratio in Galaxies
- Evolution of the dust-to-metals ratio in high-redshift galaxies probed by GRB-DLAs
- Chemical Rates on Small Grains and PAHs: C^+ Recombination and H_2 Formation
- Detailed dust modelling in the L-Galaxies semi-analytic model of galaxy formation
- Estimation of stellar atmospheric parameters from SDSS/SEGUE spectra
- Iron: A Key Element for Understanding the Origin and Evolution of Interstellar Dust
- Effects of grain size distribution on the interstellar dust mass growth
- Formation of Dust in the Ejecta of Type Ia Supernovae
- Using dust, gas and stellar mass selected samples to probe dust sources and sinks in low metallicity galaxies
- Dust in the Circumgalactic Medium of Low-Redshift Galaxies
- The metallicity and dust content of a redshift 5 gamma-ray burst host galaxy
- Galactocentric variation of the gas-to-dust ratio and its relation with metallicity
- Dust-depletion sequences in damped Lyman-α absorbers: a unified picture from low-metallicity systems to the Galaxy
- The JCMT Nearby Galaxies Legacy Survey III: Comparisons of cold dust, polycyclic aromatic hydrocarbons, molecular gas, and atomic gas in NGC 2403
- The Role of Dust in the Early Universe I : Protogalaxy Evolution
- Dust-regulated galaxy formation and evolution:A new chemodynamical model with live dust particles
- IGM metal enrichment through dust sputtering
- Dust scaling relations in a cosmological simulation
- Resonant drag instability of grains streaming in fluids
- The metals-to-dust ratio to very low metallicities using GRB and QSO absorbers; extremely rapid dust formation
- Dust Destruction Rates and Lifetimes in the Magellanic Clouds
- Painting galaxies into dark matter halos using machine learning
- Predictions for Herschel from LambdaCDM: unveiling the cosmic star formation history
- Dust-to-gas ratio and star formation history of blue compact dwarf galaxies
- The dust content of QSO hosts at high redshift
- Machine Learning and Cosmological Simulations II: Hydrodynamical Simulations
- BLAST: the Redshift Survey
- Dust in and around galaxies: dust in cluster environments and its impact on gas cooling
- Robust Machine Learning Applied to Astronomical Datasets II: Quantifying Photometric Redshifts for Quasars Using Instance-Based Learning
- Galaxy simulation with the evolution of grain size distribution
- Ubiquitous Instabilities of Dust Moving in Magnetized Gas
- The Spatially Resolved Dust-to-Metals Ratio in M101
- Cosmological Implications of a Stellar Initial Mass Function that Varies with the Jeans Mass in Galaxies
- GAMA/H-ATLAS: The Local Dust Mass Function and Cosmic Density as a Function of Galaxy Type - A Benchmark for Models of Galaxy Evolution
- The Resonant Drag Instability (RDI): Acoustic Modes
- Evaluating and Improving Semi-analytic modeling of Dust in Galaxies based on Radiative Transfer Calculations II: Dust Emission in the Infrared
- A new galactic chemical evolution model with dust: results for dwarf irregular galaxies and DLA systems
- Extinction Maps and Dust-to-Gas Ratios in Nearby Galaxies with LEGUS
- Physical properties of Herschel selected galaxies in a semi-analytic galaxy formation model
- Probing Cosmic Dawn: Modelling the Assembly History, SEDs, and Dust Content of Selected Galaxies
- Damped Lyα Absorption Systems in Semi-Analytic Models with Multiphase Gas
- On the impact of intergalactic dust on cosmology with type Ia supernovae
- The far infra-red SEDs of main sequence and starburst galaxies
- Comparison of cosmological simulations and deep submillimetre galaxy surveys
- Timescales for Hi consumption and SFR depletion of satellite galaxies in groups
Cited by in corpus (126)
- The Cosmic Baryon and Metal Cycles
- The CAMELS project: Cosmology and Astrophysics with MachinE Learning Simulations
- The Dust Attenuation Law in Galaxies
- High-redshift star formation in the ALMA era
- How Well Can We Measure the Stellar Mass of a Galaxy: The Impact of the Assumed Star Formation History Model in SED Fitting
- A First Look at the Abundance Pattern -- O/H, C/O, and Ne/O -- in Galaxies with JWST/NIRSpec
- The ALMA REBELS Survey: the dust content of Lyman Break Galaxies
- An ALMA/NOEMA survey of the molecular gas properties of high-redshift star-forming galaxies
- The Obelisk simulation: galaxies contribute more than AGN to HI reionization of protoclusters
- First Light And Reionisation Epoch Simulations (FLARES) II: The Photometric Properties of High-Redshift Galaxies
- H-alpha emission in local galaxies: star formation, time variability and the diffuse ionized gas
- \textsc{The Three Hundred} project: The \textsc{Gizmo-Simba} run
- The properties of He II 1640 emitters at z ~ 2.5-5 from the VANDELS survey
- The dust-continuum size of TNG50 galaxies at : a comparison with the distribution of stellar light, stars, dust and H
- Reproducing sub-millimetre galaxy number counts with cosmological hydrodynamic simulations
- The ALMA Spectroscopic Survey in the HUDF: The Cosmic Dust and Gas Mass Densities in Galaxies up to
- The relationship between fine galaxy stellar morphology and star formation activity in cosmological simulations: a deep learning view
- Knocking on giants' doors: I. The evolution of the dust-to-stellar mass ratio in distant dusty galaxies
- Powderday: Dust Radiative Transfer for Galaxy Simulations
- Quenching of star formation from a lack of inflowing gas to galaxies
- The impact of quenching on galaxy profiles in the Simba simulation
- The physics of Lyman-alpha escape from disc-like galaxies
- The gas and stellar content of a metal-poor galaxy at as revealed by JWST and ALMA
- Galaxy simulation with the evolution of grain size distribution
- A Self-consistent Framework for Multiline Modeling in Line Intensity Mapping Experiments
- Tracing Molecular Gas in z 6 Galaxies with [C]
- The Low Redshift Circumgalactic Medium in Simba
- Dust evolution in zoom-in cosmological simulations of galaxy formation
- The Galactic Dust-Up: Modeling Dust Evolution in FIRE
- Photometric properties of reionization-epoch galaxies in the Simba simulations
- The ALPINE-ALMA [CII] survey: Dust mass budget in the early Universe
- The Radio Galaxy Population in the SIMBA SImulations
- Jet Feedback and the Photon Underproduction Crisis in Simba
- GN-z11: The environment of an AGN at 10.603
- Reproducing the Universe: a comparison between the EAGLE simulations and the nearby DustPedia galaxy sample
- The IRX- relation of high-redshift galaxies
- Molecular Line Observations in Two Dusty Star-Forming Galaxies at z = 6.9
- Dirt-cheap Gas Scaling Relations: Using Dust Absorption, Metallicity and Galaxy Size to Predict Gas Masses for Large Samples of Galaxies
- A redshift-dependent IRX- dust attenuation relation for TNG50 galaxies
- Elevated UV luminosity density at Cosmic Dawn explained by non-evolving, weakly mass-dependent star formation efficiency
- Tracing the evolution of dust-obscured activity using sub-millimetre galaxy populations from STUDIES and AS2UDS
- Quenching and the UVJ diagram in the SIMBA cosmological simulation
- High Molecular-Gas to Dust Mass Ratios Predicted in Most Quiescent Galaxies
- The resolved scaling relations in DustPedia: Zooming in on the local Universe
- Dust entrainment in galactic winds
- {\sc mirkwood:} Fast and Accurate SED Modeling Using Machine Learning
- Resolving the Dust-to-Metals Ratio and CO-to-H Conversion Factor in the Nearby Universe
- The baryonic Tully-Fisher relation in the Simba simulation
- The BPT Diagram in Cosmological Galaxy Formation Simulations: Understanding the Physics Driving Offsets at High-Redshift
- The First Robust Constraints on the Relationship Between Dust-to-Gas Ratio and Metallicity in Luminous Star-forming Galaxies at High Redshift
- How Well Can We Measure Galaxy Dust Attenuation Curves? The Impact of the Assumed Star-Dust Geometry Model in SED Fitting
- Galaxies with grains: unraveling dust evolution and extinction curves with hydrodynamical simulations
- An ALMA Spectroscopic Survey of the Brightest Submillimeter Galaxies in the SCUBA-2-COSMOS Field (AS2COSPEC): Physical Properties of z=2-5 Ultra- and Hyperluminous Infrared Galaxies
- Dust depletion of of metals from local to distant galaxies II: Cosmic dust-to-metal ratio and dust composition
- The Origin of the Dust Extinction Curve in Milky Way-like Galaxies
- Probing cold gas in a massive, compact star-forming galaxy at z=6
- Prospects for distinguishing galaxy evolution models with surveys at redshifts
- A Dusty Locale: Evolution of Galactic Dust Populations from Milky Way to Dwarf-Mass Galaxies
- A Framework for Modeling Polycyclic Aromatic Hydrocarbon Emission in Galaxy Evolution Simulations
- Dust evolution with MUPPI in cosmological volumes
- Co-evolution of Dust and Chemistry in Galaxy Simulations with a Resolved Interstellar Medium
- The cosmic build-up of dust and metals. Accurate abundances from GRB-selected star-forming galaxies at
- LIMFAST. II. Line Intensity Mapping as a Probe of High-Redshift Galaxy Formation
- In pursuit of giants: II. Evolution of dusty quiescent galaxies over the last six billion years from the hCOSMOS survey
- Limits on non-canonical heating and turbulence in the intergalactic medium from the low redshift Lyman-alpha forest
- Metal and dust evolution in ALMA REBELS galaxies: insights for future JWST observations
- HI-to-H Transitions in Dust-Free Interstellar Gas
- Late-time cosmic evolution of dust: solving the puzzle
- The dust-to-gas mass ratio of luminous galaxies as a function of their metallicity at cosmic noon
- The drop of cosmic dust abundance in a semi-analytic framework
- Effects of self-consistent rest-ultraviolet colours in semi-empirical galaxy formation models
- Reionization with Simba: How much does astrophysics matter in modeling cosmic reionization?
- Dust attenuation, dust content and geometry of star-forming galaxies
- The cold interstellar medium of a normal sub- galaxy at the end of reionization
- Big Three Dragons: Molecular Gas in a Bright Lyman-Break Galaxy at
- Testing Galaxy Formation Simulations with Damped Lyman- Abundance and Metallicity Evolution
- The impact of carbon and oxygen abundances on the metal-poor initial mass function
- A Dusty Dawn: Galactic Dust Buildup at
- Halo Scaling Relations and Hydrostatic Mass Bias in the Simba Simulation From Realistic Mock X-ray Catalogues
- The Physical Nature of Circumgalactic Medium Absorbers in Simba
- An Orientation Bias in Observations of Submillimetre Galaxies
- The MOSDEF-LRIS Survey: Probing ISM/CGM Structure of Star-Forming Galaxies at z~2 Using Rest-UV Spectroscopy
- Dust grain size evolution in local galaxies: a comparison between observations and simulations
- Cosmic Sands: The Origin of Dusty, Star-forming Galaxies in the Epoch of Reionization
- The Nature and Evolution of Early Massive Quenched Galaxies in the Simba-C Simulation
- Signatures of Massive Black Hole Merger Host Galaxies from Cosmological Simulations I: Unique Galaxy Morphologies in Imaging
- Modelling the evolution and influence of dust in cosmological simulations that include the cold phase of the interstellar medium
- Detection of the 2175Å UV Bump at z>7: Evidence for Rapid Dust Evolution in a Merging Reionisation-Era Galaxy
- Investigating the metallicity dependence of the mass-loss rate relation of red supergiants
- Evolution of the grain size distribution in Milky Way-like galaxies in post-processed IllustrisTNG simulations
- Tracing the evolutionary pathways of dust and cold gas in high-z quiescent galaxies with SIMBA
- Learning the Universe: Cosmological and Astrophysical Parameter Inference with Galaxy Luminosity Functions and Colours
- ACOSMOS: the dust mass function and dust mass density at
- Modeling Dust Production, Growth, and Destruction in Reionization-Era Galaxies with the CROC Simulations: Methods and Parameter Exploration
- The mass-dependent UVJ diagram at cosmic noon: A challenge for galaxy evolution models and dust radiative transfer
- CEERS: Forging the First Dust Grains in the Universe? A Population of Galaxies with spectroscopically-derived Extremely Low Dust Attenuation (GELDA) at 4.0<z<11.4
- : Modeling a Universe of Molecular Line Luminosities in Hydrodynamical Simulations
- Intertwined Formation of , Dust, and Stars in Cosmological Simulations
- Intrinsic mass-richness relation of clusters from THE THREE HUNDRED hydrodynamic simulations
- Large-scale geometry and topology of gas fields: Effects of AGN and stellar feedback
- Modeling submillimeter galaxies in cosmological simulations: Contribution to the cosmic star formation density and predictions for future surveys
- The Chocolate Chip Cookie Model: dust-to-metal ratio of HII regions
- IllustrisTNG and S2COSMOS: possible conflicts in the evolution of neutral gas and dust
- Dust SEDs in Milky Way-like galaxies in the IllustrisTNG simulations based on the evolution of grain size distribution
- First Light And Reionisation Epoch Simulations (FLARES) XVI: Size Evolution of Massive Dusty Galaxies at Cosmic Dawn from UV to IR
- Using dust to constrain dark matter models
- Central Concentration of Asymmetric Features in Post-starburst Galaxies at
- Dust Evolution in Simulated Multiphase Galactic Outflows
- The origin of galaxy colour bimodality in the scatter of the Stellar-to-Halo Mass Relation
- Shedding the envelope: JWST reveals a kiloparsec-scale [OIII]-weak Balmer shell around a z=7.64 quasar
- Dust-UV offsets in high-redshift galaxies in the Cosmic Dawn III simulation
- ALMA Lensing Cluster Survey: Dust mass measurements as a function of redshift, stellar-mass and star formation rate, from z=1 to z=5
- SIGAME v3: Gas Fragmentation in Post-processing of Cosmological Simulations for More Accurate Infrared Line Emission Modeling
- Overdense fireworks in GOODS-N: Unveiling a record number of massive dusty star forming galaxies at z5.2 with the N2CLS
- Cosmic rays, gas and dust in the Central Molecular Zone I -- factors, cosmic-ray densities and dust opacities
- HI asymmetries in spatially resolved SIMBA galaxies
- First Light And Reionisation Epoch Simulations (FLARES) III: The properties of massive dusty galaxies at cosmic dawn
- Ashes of FIRE: Modeling Dust Grain Size Evolution in the Local Group with FIRE
- Are all post-starbursts mergers? HST reveals hidden disturbances in the majority of PSBs
- When did the initial mass function become bottom-heavy?
- Predicting the resolved CO emission of star-forming galaxies
- Dust and gas modelling in radiative transfer simulations of disc-dominated galaxies with RADMC-3D
- Observed cosmic evolution of galaxy dust properties with metallicity and tensions with models
- Evaluating star formation rates at z = 5
- IQ Collaboratory III: The Empirical Dust Attenuation Framework -- Taking Hydrodynamical Simulations with a Grain of Dust
- The contribution of stars, dust, neutral gas and supermassive black holes in galaxies to the cosmic baryon inventory