Optimal Techniques in Two-dimensional Spectroscopy: Background Subtraction for the 21st Century
arXiv:astro-ph/0303507 · doi:10.1086/375502
Abstract
In two-dimensional spectrographs, the optical distortions in the spatial and dispersion directions produce variations in the sub-pixel sampling of the background spectrum. Using knowledge of the camera distortions and the curvature of the spectral features, one can recover information regarding the background spectrum on wavelength scales much smaller than a pixel. As a result, one can propagate this better-sampled background spectrum through inverses of the distortion and rectification transformations, and accurately model the background spectrum in two-dimensional spectra for which the distortions have not been removed (i.e. the data have not been rebinned/rectified). The procedure, as outlined in this paper, is extremely insensitive to cosmic rays, hot pixels, etc. Because of this insensitivity to discrepant pixels, sky modeling and subtraction need not be performed as one of the later steps in a reduction pipeline. Sky-subtraction can now be performed as one of the earliest tasks, perhaps just after dividing by a flat-field. Because subtraction of the background can be performed without having to ``clean'' cosmic rays, such bad pixel values can be trivially identified after removal of the two-dimensional sky background.
26 pages, 15 figures, accepted for publication in PASP, Figures with full resolution available at http://www.ociw.edu/~kelson
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- FIRE Spectroscopy of the ultra-cool brown dwarf, UGPS J072227.51-054031.2: Kinematics, Rotation and Atmospheric Parameters
- The Clusters AgeS Experiment (CASE). II. The Eclipsing Blue Straggler OGLEGC-228 in the Globular Cluster 47 Tuc
- The Araucaria Project: A study of the classical Cepheid in the eclipsing binary system OGLE LMC562.05.9009 in the Large Magellanic Cloud
- Chemical Abundance of z~6 Quasar Broad-Line Regions in the XQR-30 Sample
- From X-rays to physical parameters: a comprehensive analysis of thermal tidal disruption event X-ray spectra
- Near-infrared Spectroscopy of GRB Host Galaxies at z >~ 1.5: Insights into Host Galaxy Dynamics and Interpretations of Afterglow Absorption Spectra
- Insights into the chemical composition of the metal-poor Milky Way halo globular cluster NGC 6426
- New chondritic bodies identified in eight oxygen-bearing white dwarfs
- Lyman alpha Luminosity Functions at Redshift z = 4.5
- Near-Infrared Coronal Line Observations of Dwarf Galaxies hosting AGN-driven Outflows
- Close companions to two high-redshift quasars
- The R-Process Alliance: Chemical Abundances for a Trio of R-Process-Enhanced Stars -- One Strong, One Moderate, One Mild
- Distant Echoes of the Milky Way's Last Major Merger
- The ALMA Early Science View of FUor/EXor objects. III. The Slow and Wide Outflow of V883 Ori
- The Carina Project. IV. radial velocity distribution
- Fundamental Parameters of four Massive Eclipsing Binaries in Westerlund 1
- The chemical abundance pattern of the extremely metal-poor thin disk star 2MASS J1808-5104 and its origins
- The R-Process Alliance: J1521-3538, a very metal-poor, extremely r-process-enhanced star with [Eu/Fe]=+2.2, and the class of r-III stars
- The Detection of [O III]4363 in a Lensed, Dwarf Galaxy at = 2.59: Testing Metallicity Indicators and Scaling Relations at High Redshift and Low Mass
- Detailed chemical composition and orbit of the new globular cluster FSR1758: Implications for the accretion of the Sequoia dwarf galaxy onto the Milky Way
- A Spectroscopic Survey of the Fields of 28 Strong Gravitational Lenses: The Redshift Catalog
- A Lyα blob and zabs {\approx} zem damped Lyα absorber in the dark matter halo of the binary quasar Q 0151+048
- The Fundamental Parameters of Four Massive Eclipsing Binaries in Westerlund 1
- RELICS: Spectroscopy of gravitationally-lensed reionization-era analogs and implications for CIII] detections at
- A Case for a Binary Black Hole System Revealed via Quasi-Periodic Outflows
- Integrated-light analyses vs. colour-magnitude diagrams - II. Leo A, an extremely young dwarf in the Local Group
- The Cosmic Ultraviolet Baryon Survey (CUBS) IV: The Complex Multiphase Circumgalactic Medium as Revealed by Partial Lyman Limit Systems
- Data Reduction with the MIKE Spectrometer
- The Rising Stellar Velocity Dispersion of M87 from Integrated Starlight
- Spectroscopic Confirmation of the Pisces Overdensity
- A Second Look at the Metal Line Variability of G29-38
- R-process-rich stellar streams in the Milky Way
- The Chemical Abundances of Stars in the Halo (CASH) Project. III. A New Classification Scheme for Carbon-Enhanced Metal-poor Stars with S-process Element Enhancement
- IC 4200: a gas-rich early-type galaxy formed via a major merger
- 'Slow' and Fast Rotators among Hypervelocity Stars
- Optical Analysis and Modeling of HD96670, a new Black Hole X-ray Binary Candidate
- iPTF17cw: An engine-driven supernova candidate discovered independent of a gamma-ray trigger
- The portrait of Malin 2: a case study of a giant low surface brightness galaxy
- The Metal-Poor Metallicity Distribution of the Ancient Milky Way
- The Absolute Magnitude of RRc Variables From Statistical Parallax
- An Improved Test of the Binary Black Hole Hypothesis for Quasars with Double-peaked Broad Balmer Lines
- Light-Element Abundance Variations at Low Metallicity: the Globular Cluster NGC 5466
- Galactic winds and stellar populations in Lyman emitting galaxies at z ~ 3.1
- Discovery of a Strong Lensing Galaxy Embedded in a Cluster at z = 1.62
- Wide-Field Optical Spectroscopy of Abell 133: A Search for Filaments Reported in X-ray Observations
- Spectroscopic Confirmation of two Extremely Massive Protoclusters BOSS1244 and BOSS1542 at
- On the role of the post-starburst phase in the build-up of the red-sequence of intermediate redshift clusters
- CASSOWARY 20: a Wide Separation Einstein Cross Identified with the X-shooter Spectrograph
- Deciphering an evolutionary sequence of merger stages in infrared-luminous starburst galaxies at z ~ 0.7
- Spectroscopic Confirmation of Five Galaxy Clusters at z > 1.25 in the 2500 sq. deg. SPT-SZ Survey
- On the Binary Nature of Dust-encircled BD+20 307
- Examining the Decline in the C IV Content of the Universe over 4.3 < z < 6.3 using the E-XQR-30 Sample
- A nearby GRB host prototype for z~7 Lyman-break galaxies: Spitzer-IRS and X-shooter spectroscopy of the host galaxy of GRB031203
- A SINFONI Integral Field Spectroscopy Survey for Galaxy Counterparts to Damped Lyman-alpha Systems - V. Neutral and Ionised Phase Metallicities
- Evidence that Gamma-ray Burst 130702A Exploded in a Dwarf Satellite of a Massive Galaxy
- Strong Constraints to the Putative Planet Candidate around VB 10 using Doppler spectroscopy
- The Loudest Stellar Heartbeat: Characterizing the most extreme amplitude heartbeat star system
- The cluster ages experiment (CASE). VII. Analysis of two eclipsing binaries in the globular cluster NGC 6362
- The Clusters AgeS Experiment (CASE). I. V209 omega Cen - An Eclipsing Post-Common Envelope Binary in the Globular Cluster omega Cen
- On the origin of bursts in blue compact dwarf galaxies: clues from kinematics and stellar populations
- B2 0902+34: A Collapsing Protogiant Elliptical Galaxy at z=3.4
- Near Infrared Spectra and Intrinsic Luminosities of Candidate Type II Quasars at 2 < z < 3.4
- Calibration of the Relationship between Precipitable Water Vapor and 225 GHz Atmospheric Opacity via Optical Echelle Spectroscopy at Las Campanas Observatory
- Velocity Segregation and Systematic Biases In Velocity Dispersion Estimates With the SPT-GMOS Spectroscopic Survey
- A differential chemical abundance scale for the globular cluster M5
- Stellar content, planetary nebulae, and globular clusters of [KKS2000]04 (NGC1052-DF2)
- A Census of the Low Accretors. II: Accretion Properties
- Constraining the cosmic-ray ionization rate and their spectrum with NIR spectroscopy of dense clouds -- A test-bed for JWST
- Two Stars Two Ways: Confirming a Microlensing Binary Lens Solution with a Spectroscopic Measurement of the Orbit
- A spectroscopic binary in the Hercules dwarf spheroidal galaxy
- Early emission lines in SN 2024ggi revealed by high-resolution spectroscopy
- The Ca II H&K Rotation-Activity Relation in 53 mid-to-late type M-Dwarfs
- High Resolution Optical Spectroscopy of Stars in the Sylgr Stellar Stream
- The Most Metal-poor Stars in the Inner Bulge
- A differential chemical element analysis of the metal poor Globular Cluster NGC 6397
- Extended Ly emission around quasars with eclipsing damped Ly systems
- Spectroscopy of the Young Stellar Association Price-Whelan 1: Origin in the Magellanic Leading Arm and Constraints on the Milky Way Hot Halo
- The Second Nucleus of NGC 7727: Direct Evidence for the Formation and Evolution of an Ultracompact Dwarf Galaxy
- GRB 110715A: The peculiar multiwavelength evolution of the first afterglow detected by ALMA
- An integral-field spectroscopic strong lens survey
- High-precision abundances of first population stars in NGC 2808: confirmation of a metallicity spread
- The Discovery of the Optical and Near-IR Afterglows of the First Swift Gamma-Ray Bursts
- Extending the Chemical Reach of the H3 Survey: Detailed Abundances of the Dwarf-galaxy Stellar Stream Wukong/LMS-1
- Searching for spectroscopic binaries within transition disk objects
- A Thirty-Four Billion Solar Mass Black Hole in SMSS J2157-3602, the Most Luminous Known Quasar
- X-Shooting EF Eridani: further evidence for a massive white dwarf and a sub-stellar secondary
- A New Merging Double Degenerate Binary in the Solar Neighborhood
- Constant light element abundances suggest that the extended P1 in NGC 2808 is not a consequence of CNO-cycle nucleosynthesis
- The chemical composition of the stellar cluster Gaia1: no surprise behind Sirius
- The low dark matter content of the lenticular galaxy NGC 3998
- : The destruction of a bright dwarf galaxy as revealed by the chemistry of the Indus stellar stream
- Evidence of Pop~III stars' chemical signature in neutral gas at z~6. A study based on the E-XQR-30 spectroscopic sample
- SPIRITS 15c and SPIRITS 14buu: Two Obscured Supernovae in the Nearby Star-Forming Galaxy IC 2163
- The Cosmic Ultraviolet Baryon Survey (CUBS) II: Discovery of an H-Bearing DLA in the Vicinity of an Early-Type Galaxy at z = 0.576
- Simultaneous detection and analysis of optical and ultraviolet broad emission lines in quasars at z~2.2
- A high-precision abundance analysis of the nuclear benchmark star HD 20
- Metal-Rich RRc stars in the Carnegie RR Lyrae Survey
- NGC 1261: an -process enhanced globular cluster from the Gaia-Enceladus event
- [OIII] Emission and Gas Kinematics in a Lyman-alpha Blob at z ~ 3.1
- A subtle IR excess associated with a young White Dwarf in the Edinburgh-Cape Blue Object Survey
- The Orbital Solution and Spectral Classification of the High-Mass X-Ray Binary IGR J01054-7253 in the Small Magellanic Cloud
- A coronagraphic absorbing cloud reveals the narrow-line region and extended Lyman- emission of QSO J0823+0529
- Discovery of 18 stars with -3.10 < [Fe/H] < -1.45 in the Sagittarius dwarf galaxy
- The consistency of chemical clocks among coeval stars
- ZFIRE: Measuring Electron Density with [OII] as a function of environment at z = 1.62
- X-shooter Observations of the Gravitational Lens System CASSOWARY 5
- Origin of a massive hyper-runaway subgiant star LAMOST-HVS1 -- implication from Gaia and follow-up spectroscopy
- The Circumgalactic Medium of Submillimeter Galaxies. I. First Results from a Radio-Identified Sample
- Evidence for multiple nucleosynthetic processes from carbon enhanced metal-poor stars in the Carina dwarf spheroidal galaxy
- Chemical analysis of very metal-poor turn-off stars from SDSS-DR12
- Lithium in Open Cluster Red Giants Hosting Substellar Companions
- Searching for the Sources Responsible for Cosmic Reionization: Probing 7 < z < 10 and Beyond
- Detailed chemical abundance analysis of the thick disk star cluster Gaia 1
- The universality of the rapid neutron-capture process revealed by a possible disrupted dwarf galaxy star
- Long-slit Spectroscopy of Edge-on Low Surface Brightness Galaxies
- Uranium Abundances and Ages of -process Enhanced Stars with Novel U II Lines
- Cool, Luminous, and Highly Variable Stars in the Magellanic Clouds. II: Spectroscopic and Environmental Analysis of Thorne-Żytkow Object and Super-AGB Star Candidates
- Deep LBT/LUCI Spectroscopy of a Lyman-alpha Emitter Candidate at z ~ 7.7
- The Symbiotic X-ray Binary IGR J16194-2810: A Window on the Future Evolution of Wide Neutron Star Binaries From Gaia
- Revealing the Vertical Cloud Structure of a young low-mass Brown Dwarf, an analog to the beta-Pictoris b directly-imaged exoplanet, through Keck I/MOSFIRE spectro-photometric variability
- Disk or Companion: Characterizing Excess Infrared Flux in Seven White Dwarf Systems with Near-Infrared Spectroscopy
- A ~6 Mpc overdensity at z = 2.7 detected along a pair of quasar sight lines: filament or protocluster?
- EPIC 246851721 b: A Tropical Jupiter Transiting a Rapidly Rotating Star in a Well-Aligned Orbit
- Characterizing the Circumgalactic Medium of Quasars at z 2.2 through H and Ly Emission
- An Extreme-mass Ratio, Short-period Eclipsing Binary Consisting of a B Dwarf Primary and a Pre-main Sequence M Star Companion Discovered by KELT
- Discovery of an Star in XP Spectra
- High Resolution Spectroscopic Abundances of Red Giant Branch Stars in NGC 6681
- The Discovery of a Hidden Broad Line AGN in a Bulgeless Galaxy: Keck NIR Spectroscopic Observations of SDSS J085153.64+392611.76
- The Evolution of Protoplanetary Disks: Probing the Inner Disk of Very Low Accretors
- The Cluster-Scale Environment of PKS 2155-304
- Disk galaxy scaling relations at intermediate redshifts - I. The Tully-Fisher and velocity-size relations
- Detailed abundances in a sample of very metal poor stars
- Coupling local to global star formation in spiral galaxies: the effect of differential rotation
- Highly structured inner planetary system debris around the intermediate age Sun-like star TYC 8830 410 1
- Euclid preparation: XX. The Complete Calibration of the Color-Redshift Relation survey: LBT observations and data release
- Atomic Gas in Debris Discs
- Internal kinematics of spiral galaxies in distant clusters IV. Gas kinematics of spiral galaxies in intermediate redshift clusters and in the field
- The association between gas and galaxies III: The Cross-correlation of Galaxies and Ly-alpha Absorbers at z ~ 1
- Flame: A Flexible Data Reduction Pipeline for Near-Infrared and Optical Spectroscopy
- The Tully-Fisher Relation in Cluster Cl0024+1654 at z=0.4
- The Chemical Composition of Extreme-Velocity Stars
- Velocity-imaging the rapidly precessing planetary disc around the white dwarf HE 1349-2305 using Doppler tomography
- Spiral structures and temperature distribution in the quiescent accretion disc of the cataclysmic binary V2051 Ophiuchi
- HD 101088, An Accreting 14 AU Binary in Lower Centaurus Crux With Very Little Circumstellar Dust
- THOR 42: A touchstone 24 Myr-old eclipsing binary spanning the fully-convective boundary
- Intrinsic Metallicity Variation in the Intermediate Mass Type II Globular Cluster NGC 1261
- Four Metal-poor Stars in the Sagittarius Dwarf Spheroidal Galaxy
- Near Infrared spectroscopic indices for unresolved stellar populations. I. Template galaxy spectra
- The Pristine Inner Galaxy Survey (PIGS) IX. The largest detailed chemical analysis of very metal-poor stars in the Sagittarius dwarf galaxy
- The Clusters AgeS Experiment (CASE). III. Analysis of the Eccentric Eclipsing Binary V32 in the Globular Cluster NGC 6397
- Episodic mass loss in the very luminous red supergiant [W60] B90 in the Large Magellanic Cloud
- Lithium Inventory of 2 Red Clump Stars in Open Clusters: A Test of the Helium Flash Mechanism
- TOPoS V: Abundance ratios in a sample of very metal-poor turn-off stars
- EPIC 216747137: a new HW Vir eclipsing binary with a massive sdOB primary and a low-mass M-dwarf companion
- A New Look at Disk Winds and External Photoevaporation in the -Orionis Cluster
- On the discovery of K-enhanced and possibly Mg-depleted stars throughout the Milky Way
- Dark matter distribution in galaxy groups from combined strong lensing and dynamics analysis
- Chemical Abundances of the Typhon Stellar Stream
- Chemical Tagging N-rich Field Stars with High-resolution Spectroscopy
- Signature of a massive rotating metal-poor star imprinted in the Phoenix stellar stream
- NaCo polarimetric observations of Sz 91 transitional disk: a remarkable case of dust filtering
- 1RXH J082623.6-505741: a new long-period cataclysmic variable with an evolved donor and a low mass transfer rate
- An unusually large gaseous transit in a debris disc
- High-Resolution Chemical Abundances of the Nyx Stream
- RR Lyrae stars as probes of the outer Galactic halo: Chemical and kinematic analysis of a pilot sample
- Something borrowed, something blue: The nature of blue metal-poor stars inferred from their colours and chemical abundances
- Orbital and physical parameters, and the distance of the eclipsing binary system OGLE-LMC-ECL-25658 in the Large Magellanic Cloud
- A possible surviving companion of the SN Ia in the Galactic SNR G272.2-3.2
- Constraints on the evolutionary mechanisms of massive galaxies since from their velocity dispersions
- A Mystery in Chamaeleon: Serendipitous Discovery of a Galactic Symbiotic Nova
- The Flux Auto- and Cross-Correlation of the Lyman-alpha Forest. I. Spectroscopy of QSO Pairs with Arcminute Separations and Similar Redshifts
- Chemodynamics of metal-poor wide binaries in the Galactic halo: Association with the Sequoia event
- The oldest stars with low neutron-capture element abundances and origins in ancient dwarf galaxies
- A free-floating-planet microlensing event caused by a Saturn-mass object
- Investigating a predicted metallicity [Fe/H] variation in the Type II Globular Cluster NGC 362
- Major mergers with small galaxies - the discovery of a Magellanic-type galaxy at z=0.12
- TOI-2005b: An Eccentric Warm Jupiter in Spin-Orbit Alignment
- Assembling a RELIC at Redshift 1: Spectroscopic Observations of Galaxies in the RELICS Cluster SPT-CLJ0615-5746
- MUSE Analysis of Gas around Galaxies (MAGG) -- VI. The cool and enriched gas environment of z3 Ly emitters
- The Pristine survey: XXVII. The extremely metal-poor stream C-19 stretches over more than 100 degrees
- The Origins of Young Stars in the Direction of the Leading Arm of the Magellanic Stream: Abundances, Kinematics, and Orbits
- Host-star and exoplanet composition: Polluted white dwarf reveals depletion of moderately refractory elements in planetary material
- Cl 1103.7-1245 at z=0.96: the highest redshift galaxy cluster in the EDisCS survey
- Probing the He II re-Ionization ERa via Absorbing C IV Historical Yield (HIERACHY) I: A Strong Outflow from a z~4.7 Quasar
- Discovery of a Metal-Poor Red Giant Star with the Highest Ultra-Lithium Enhancement
- A z ~ 5.7 Lyα Emission Line with an Ultra Broad Red Wing
- The Diversity of Metal-Enrichment and Abundance Patterns at High Redshift: A Magellan Survey of Gas-rich Galaxies Traced by Damped Lyman-alpha Absorbers at z~5
- The true nature of HE0057-5959, the most metal-poor Li-rich star
- Tracing the Top-of-the-atmosphere and Vertical Cloud Structure of a fast-rotating late T-dwarf
- Strong Variability in AzV 493, an Extreme Oe-Type Star in the SMC
- Virtual Observatory based identification of AX J194939+2631 as a new cataclysmic variable
- A second-generation star in a relic dwarf galaxy
- Optical-NIR spectra of quasars close to reionization (z~ 6)
- Discovery of a damped Ly absorber originating in a spectacular interacting dwarf galaxy pair at
- SDSS J1059+4251, a highly magnified z ~ 2.8 star-forming galaxy: ESI observations of the rest-frame UV spectrum
- ACRONYM IV: Three New, Young, Low-mass Spectroscopic Binaries
- Ly Emission from [OIII] Emitters Near Reionization: The role of environment in galaxy Ly detection
- The R-Process Alliance: Exploring the cosmic scatter among ten r-process sites with stellar abundances
- The R-Process Alliance: Hunting for gold in the near-UV spectrum of 2MASS J05383296-5904280
- J01020100-7122208: an accreted evolved blue straggler that wasn't ejected from a supermassive black hole
- Raman-scattered O VI features in the symbiotic nova RR Telescopii
- The accreted Galaxy: An overview of TESS metal-poor accreted stars candidates
- The chemical DNA of the Magellanic Clouds V. R-process dominates neutron capture elements production in the oldest SMC stars
- Infrared Galaxies in the Field of the Massive Cluster Abell S1063: Discovery of a Luminous Kiloparsec-Sized HII Region in a Gravitationally Lensed IR-Luminous Galaxy at
- Tracing Planetary Accretion in a 3 Gyr-old Hydrogen-Rich White Dwarf: The Extremely Polluted Atmosphere of LSPM J0207+3331
- Do White Dwarfs Sample Water-Rich Planetary Material?
- A comprehensive chemical abundance analysis of the extremely metal poor Leoncino Dwarf galaxy (AGC 198691)
- Spectroscopic confirmation of the galaxy clusters CARLA J0950+2743 at z=2.363, and CARLA-Ser J0950+2743 at z=2.243
- HE0144-4657: A Carbon-Enhanced Ultra Metal-Poor Star ([Fe/H] ~ -4.1) from the Helmi Stream Disrupted Dwarf Galaxy
- Power-law Emission-line Wings and Radiation-Driven Superwinds in Local Lyman Continuum Emitters
- The Radial Velocity of OGLE-2015-BLG-0966S
- Sapaki: Galactic O3If* star possibly born in isolation
- A population of luminous globular clusters and stripped nuclei with elevated mass to light ratios around NGC 5128
- HR-GO II: chemical abundances of low- retrograde dynamically-tagged-groups: Revealing Thamnos as a very metal-poor substructure
- Modeling Circumstellar Gas Emission around a White Dwarf Using Cloudy
- Detection of a weak magnetic field in the Balmer emission line white dwarf WDJ1653-1001
- Spectroscopic confirmation of dual and offset quasars from the Subaru HSC-SSP program
- Shocks and complex chemodynamics in the metal-poor starburst galaxy CGCG 007-025 revealed through high-resolution echelle spectroscopy
- A Near-Infrared look at AGN Feedback in Bulgeless Galaxies
- Stellar Abundances at the Center of Early Type Galaxies with Fine Structure
- Near-infrared spectroscopy of extreme BAL QSOs from the QUBRICS bright quasar survey