Studying the Physical Properties of Tidal Features I. Extracting Morphological Substructure in CANDELS Observations and VELA Simulations
arXiv:1903.11099 · doi:10.1093/mnras/stz872
Abstract
The role of major mergers in galaxy evolution remains a key open question. Existing empirical merger identification methods use non-parametric and subjective visual classifications which can pose systematic challenges to constraining merger histories. As a first step towards overcoming these challenges, we develop and share publicly a new Python-based software tool that identifies and extracts the flux-wise and area-wise significant contiguous regions from the model-subtracted "residual" images produced by popular parametric light-profile fitting tools (e.g., GALFIT). Using Hubble Space Telescope () -band single-Sérsic residual images of CANDELS galaxies, we demonstrate the tool's ability to measure the surface brightness and improve the qualitative identification of a variety of common residual features (disk structures, spiral substructures, plausible tidal features, and strong gravitational arcs). We test our method on synthetic observations of a major merger from the VELA hydrodynamic simulations. We extract -band residual features corresponding to the birth, growth, and fading of tidal features during different stages and viewing orientations at CANDELS depths and resolution. We find that the extracted features at shallow depths have noisy visual appearance and are susceptible to viewing angle effects. For a VELA major merger, we find that James Webb Space Telescope NIRCam observations can probe high-redshift tidal features with considerable advantage over existing capabilities. Further quantitative analysis of plausible tidal features extracted with our new software hold promise for the robust identification of hallmark merger signatures and corresponding improvements to merger rate constraints.
arXiv comment18 pages, 11 Figures, and accepted for publication in MNRAS. The data products discussed in this paper along with the software are publicly available at https://github.com/AgentM-GEG/residual_feature_extraction
References in corpus (88)
- Astropy: A Community Python Package for Astronomy
- Planck 2015 results. XIII. Cosmological parameters
- Stellar population synthesis at the resolution of 2003
- Galactic Stellar and Substellar Initial Mass Function
- Detailed Structural Decomposition of Galaxy Images
- Dust Grain Size Distributions and Extinction in the Milky Way, LMC, and SMC
- CANDELS: The Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey
- Infrared Emission from Interstellar Dust. IV. The Silicate-Graphite-PAH Model in the Post-Spitzer Era
- CANDELS: The Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey - The Hubble Space Telescope Observations, Imaging Data Products and Mosaics
- 3D-HST+CANDELS: The Evolution of the Galaxy Size-Mass Distribution since
- The merger rate of galaxies in the Illustris Simulation: a comparison with observations and semi-empirical models
- 3D-HST: A wide-field grism spectroscopic survey with the Hubble Space Telescope
- Adaptive Refinement Tree - a new high-resolution N-body code for cosmological simulations
- The Evolution of the Elemental Abundances in the Gas and Dust Phases of the Galaxy
- Compaction and Quenching of High-z Galaxies in Cosmological Simulations: Blue and Red Nuggets
- Structural Parameters of Galaxies in CANDELS
- How Do Disks Survive Mergers?
- CANDELS Multi-wavelength Catalogs: Source Detection and Photometry in the GOODS-South Field
- Galaxy morphology to I=25 mag in the Hubble Deep Field
- A Direct Measurement of Major Galaxy Mergers at z < 3
- The Evolution of Galaxy Mergers and Morphology at z<1.2 in the Extended Groth Strip
- Can Minor Merging Account for the Size Growth of Quiescent Galaxies? New Results from the CANDELS Survey
- Mergers and Bulge Formation in Lambda-CDM: Which Mergers Matter?
- Massive Dark-matter halos and Evolution of Early-type Galaxies to z=1
- A New Approach to Galaxy Morphology: I. Analysis of the Sloan Digital Sky Survey Early Data Release
- The Major and Minor Galaxy Merger Rates at z < 1.5
- A Critical Assessment of Photometric Redshift Methods: A CANDELS Investigation
- CANDELS Multiwavelength catalogs: Source Identification and Photometry in the CANDELS UKIDSS Ultra-Deep Survey Field
- Dry Mergers in GEMS: The Dynamical Evolution of Massive Early-Type Galaxies
- The role of stellar feedback in the formation of galaxies
- Evolution of Density Profiles in High-z Galaxies: Compaction and Quenching Inside-Out
- Sunrise: Polychromatic Dust Radiative Transfer in Arbitrary Geometries
- Stellar masses from the CANDELS survey: the GOODS-South and UDS fields
- The Frequency of Tidal Features Associated with Nearby Luminous Elliptical Galaxies from a Statistically Complete Sample
- The Deep2 Galaxy Redshift Survey: Evolution of Close Galaxy Pairs and Major-Merger Rates Up to z ~ 1.2
- On the Origin of the Global Schmidt Law of Star Formation
- A CANDELS - 3D-HST Synergy: Resolved Star Formation Patterns at 0.7 < z < 1.5
- The Effect of Mass Ratio on the Morphology and Time-scales of Disc Galaxy Mergers
- New Techniques for Relating Dynamically Close Galaxy Pairs to Merger and Accretion Rates : Application to the SSRS2 Redshift Survey
- The merger rate of massive galaxies
- The Redshift Evolution of Wet, Dry, and Mixed Galaxy Mergers from Close Galaxy Pairs in the DEEP2 Galaxy Redshift Survey
- The Structures of Distant Galaxies I: Galaxy Structures and the Merger Rate to z~3 in the Hubble Ultra-Deep Field
- Radiative feedback and the low efficiency of galaxy formation in low-mass haloes at high redshift
- A calibration of the relation between the abundance of close galaxy pairs and the rate of galaxy mergers
- Galaxy Morphology and Star Formation in the Illustris Simulation at z=0
- The VIMOS VLT Deep Survey :Evolution of the major merger rate since z~1 from spectroscopicaly confirmed galaxy pairs
- The Structures of Distant Galaxies - III: The Merger History of over 20,000 Massive Galaxies at z < 1.2
- Ongoing Assembly of Massive Galaxies by Major Merging in Large Groups and Clusters from the SDSS
- GALAPAGOS: From Pixels to Parameters
- The Morphologies of Massive Galaxies at 1<z<3 in the CANDELS-UDS Field: Compact Bulges, and the Rise and Fall of Massive Disks
- Galaxy And Mass Assembly (GAMA): Galaxy close-pairs, mergers, and the future fate of stellar mass
- A Critical Assessment of Stellar Mass Measurement Methods
- From Tidal Dwarf Galaxies to Satellite Galaxies
- Giant Clumps in Simulated High-z Galaxies: Properties, Evolution and Dependence on Feedback
- Close Pairs of Field Galaxies in the CNOC1 Redshift Survey
- Is the dark-matter halo spin a predictor of galaxy spin and size?
- Resolving the Discrepancy of Galaxy Merger Fraction Measurements at z ~ 0 - 3
- High-redshift major mergers weakly enhance star formation
- A consistent measure of the merger histories of massive galaxies using close-pair statistics I: Major mergers at
- The evolution of the galaxy B-band rest-frame morphology to z~2: new clues from the K20/GOODS sample
- Non-linear violent disc instability with high Toomre's Q in high-redshift clumpy disc galaxies
- A Survey of Faint Galaxy Pairs
- The merger-driven evolution of massive galaxies
- Gas inflow and metallicity drops in star-forming galaxies
- Massive Close Pairs Measure Rapid Galaxy Assembly in Mergers at High Redshift
- An automatic taxonomy of galaxy morphology using unsupervised machine learning
- Deep Learning Identifies High-z Galaxies in a Central Blue Nugget Phase in a Characteristic Mass Range
- Major Merging History in CANDELS. I. Evolution of the Incidence of Massive Galaxy-Galaxy Pairs from z=3 to z~0
- Late-stage galaxy mergers in COSMOS to z~1
- Deep learning for galaxy surface brightness profile fitting
- The Bulge-Disk Decomposed Evolution of Massive Galaxies at 1<z<3 in CANDELS
- The MUSE Hubble Ultra Deep Field Survey. IX. Evolution of galaxy merger fraction since z~6
- Galaxy Mergers at z>1 in the HUDF: Evidence for a Peak in the Major Merger Rate of Massive Galaxies
- The Galaxy Major Merger Fraction to z ~ 1
- GEMS: which galaxies dominate the z~0.7 ultraviolet luminosity density?
- A catalog of polychromatic bulge-disk decompositions of ~ 17.600 galaxies in CANDELS
- Evolution of Galaxy Shapes from Prolate to Oblate through Compaction Events
- Tidal Features at 0.05<z<0.45 in the Hyper Suprime-Cam Subaru Strategic Program: Properties and Formation Channels
- Star Formation and Clumps in Cosmological Galaxy Simulations with Radiation Pressure Feedback
- Formation of elongated galaxies with low masses at high redshift
- Tides in colliding galaxies
- Discovery of a Quadruple Lens in CANDELS with a Record Lens Redshift z=1.53
- A New Automatic Method to Identify Galaxy Mergers I. Description and Application to the STAGES Survey
- Velocities of warm galactic outflows from synthetic Hα observations of star-forming galaxies
- Pair Analysis of Field Galaxies from the Red-Sequence Cluster Survey
- Composite star formation histories of early-type galaxies from minor mergers: prospects for WFC3
- The zCOSMOS redshift survey : Influence of luminosity, mass and environment on the galaxy merger rate
- Galaxy Interactions, Star Formation History, and Bulgeless Galaxies
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- Preparing for low surface brightness science with the Vera C. Rubin Observatory: characterisation of tidal features from mock images
- The role of mergers and interactions in driving the evolution of dwarf galaxies over cosmic time
- Characterization of Low Surface Brightness structures in annotated deep images
- Galaxy Mergers in the Epoch of Reionization I: A JWST Study of Pair Fractions, Merger Rates, and Stellar Mass Accretion Rates at
- Origin of Star-Forming Rings around Massive Centres in Massive Galaxies at
- Identifying Galaxy Mergers in Simulated CEERS NIRCam Images using Random Forests
- On the Nature of AGN and Star Formation Enhancement in the SSA22 Protocluster: The HST WFC3 IR View
- The SAMI Galaxy Survey: Using Tidal Streams and Shells to Trace the Dynamical Evolution of Massive Galaxies
- The nature of giant clumps in high-z discs: a deep-learning comparison of simulations and observations
- Massive Early-Type Galaxies in the HSC-SSP: Flux Fraction of Tidal Features and Merger Rates
- Low Surface Brightness structures from annotated deep CFHT images: effects of the host galaxy's properties and environment
- EMERGE: Constraining merging probabilities and timescales of close galaxy pairs
- SDSS-IV MaNGA: The Nature of an Off-galaxy H Blob -- A Multi-wavelength View of Offset Cooling in a Merging Galaxy Group
- STRRINGS: STReams in Residual Images of Nearby GalaxieS