The Zwicky Transient Facility: System Overview, Performance, and First Results

Abstract

The Zwicky Transient Facility (ZTF) is a new optical time-domain survey that uses the Palomar 48-inch Schmidt telescope. A custom-built wide-field camera provides a 47 deg${}^2$ field of view and 8 second readout time, yielding more than an order of magnitude improvement in survey speed relative to its predecessor survey, the Palomar Transient Factory (PTF). We describe the design and implementation of the camera and observing system. The ZTF data system at the Infrared Processing and Analysis Center provides near-real-time reduction to identify moving and varying objects. We outline the analysis pipelines, data products, and associated archive. Finally, we present on-sky performance analysis and first scientific results from commissioning and the early survey. ZTF's public alert stream will serve as a useful precursor for that of the Large Synoptic Survey Telescope.

arXiv commentPublished in PASP Focus Issue on the Zwicky Transient Facility (https://dx.doi.org/10.1088/1538-3873/aaecbe). 21 Pages, 12 Figures

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• TESS Hunt for Young and Maturing Exoplanets (THYME) VII : Membership, rotation, and lithium in the young cluster Group-X and a new young exoplanet
• Light curve classification with recurrent neural networks for GOTO: dealing with imbalanced data
• Direct determination of supermassive black hole properties with gravitational-wave radiation from surrounding stellar-mass black hole binaries
• The luminous type Ia supernova 2022ilv and its early excess emission
• Helium-rich Superluminous Supernovae From the Zwicky Transient Facility
• AGN on the move: A search for off-nuclear AGN from recoiling SMBHs and ongoing galaxy mergers with the Zwicky Transient Facility
• Microlensing optical depth and event rate in the OGLE-IV Galactic plane fields
• Discovery of ATLAS17jrp as an Optical, X-ray and Infrared Bright TDE in a Star-forming Galaxy
• AT2018kzr: the merger of an oxygen-neon white dwarf and a neutron star or black hole
• The broad-lined Type-Ic supernova SN 2022xxf with extraordinary two-humped light curves
• SN 2018gjx reveals that some SNe Ibn are SNe IIb exploding in dense circumstellar material
• Dwarf AGNs from Variability for the Origins of Seeds (DAVOS): Intermediate-mass black hole demographics from optical synoptic surveys
• Multi-wavelength Observations of AT2019wey: a New Candidate Black Hole Low-mass X-ray Binary
• Doubly eclipsing systems
• Mid-InfraRed Outbursts in Nearby Galaxies (MIRONG). II. Optical Spectroscopic Follow-up
• The ZTF Source Classification Project: II. Periodicity and variability processing metrics
• No rungs attached: A distance-ladder free determination of the Hubble constant through type II supernova spectral modelling
• Complementarity of Peculiar Velocity Surveys and Redshift Space Distortions for Testing Gravity
• Optical/$\gamma$-ray blazar flare correlations: understanding the high-energy emission process using ASAS-SN and Fermi light curves
• Multiple Outbursts of Asteroid (6478) Gault
• Observations of the Very Young Type Ia Supernova 2019np with Early-excess Emission
• An Infrared Search for Kilonovae with the WINTER Telescope. I. Binary Neutron Star Mergers
• SN 2020kyg and the rates of faint Iax Supernovae from ATLAS
• ZTF J1901+5309: A 40.6-Minute Orbital Period Eclipsing Double White Dwarf System
• A forward modelling approach to AGN variability -- Method description and early applications
• An Unusual Mid-Infrared Flare in a Type 2 AGN: An Obscured Turning-on AGN or Tidal Disruption Event?
• Less than 1% of Core-Collapse Supernovae in the local universe occur in elliptical galaxies
• A Fresh Look at AGB stars in Galactic Open Clusters with Gaia: Impact on Stellar Models and the Initial-Final Mass Relation
• A Generalized Semi-Analytic Model for Magnetar-Driven Supernovae
• Two-Moment Neutrino Flavor Transformation with applications to the Fast Flavor Instability in Neutron Star Mergers
• The Remarkable Spin-down and Ultra-fast Outflows of the Highly-Pulsed Supersoft Source of Nova Hercules 2021
• Binary evolution pathways of Blue Large-Amplitude Pulsators
• Swift/UVOT follow-up of Gravitational Wave Alerts in the O3 era
• The population of tidal disruption events discovered with eROSITA
• Observable signatures of stellar-mass black holes in active galactic nuclei
• Collapsars as Sites of r-process Nucleosynthesis: Systematic Near-Infrared Follow-up of Type Ic-BL Supernovae
• Tidal disruption events in post-starburst galaxies: the importance of a complete stellar mass function
• Optical Emission Model for Binary Black Hole Merger Remnants Travelling through Discs of Active Galactic Nuclei
• Is the high-energy neutrino event IceCube-200530A associated with a hydrogen-rich superluminous supernova?
• The Most Rapidly Declining Type I Supernova 2019bkc/ATLAS19dqr
• Deep Neural Network Classifier for Variable Stars with Novelty Detection Capability
• A transiting brown dwarf in a 2 hour orbit
• LAMOST J0140355+392651: An evolved cataclysmic variable donor transitioning to become an extremely low mass white dwarf
• Minutes-duration Optical Flares with Supernova Luminosities
• Inferring the Presence of Tides in Detached White Dwarf Binaries
• Low luminosity Type II supernovae III. SN 2018hwm, a faint event with an unusually long plateau
• A high-rate foreground of sub-second flares from geosynchronous satellites
• TOI-3984 A b and TOI-5293 A b: two temperate gas giants transiting mid-M dwarfs in wide binary systems
• Initial Characterization of Active Transitioning Centaur, P/2019 LD2 (ATLAS), using Hubble, Spitzer, ZTF, Keck, APO and GROWTH Visible & Infrared Imaging and Spectroscopy
• Combined spin orientation and phase function of asteroids
• Variability, periodicity and contact binaries in WISE
• The rise and fall of an extraordinary Ca-rich transient -- The discovery of ATLAS19dqr/SN 2019bkc
• Simulating highly-eccentric common envelope jets supernova (CEJSN) impostors
• A three-dimensional map of the Milky Way using 66,000 Mira variable stars
• The Zwicky Transient Facility phase I sample of hydrogen-rich superluminous supernovae without strong narrow emission lines
• The discovery and characterization of a kilometre sized asteroid inside the orbit of Venus
• Photometric Classification of 2315 Pan-STARRS1 Supernovae with Superphot
• A ZTF Look at Optical Variability of Young Stellar Objects in the North America and Pelican Nebulae Complex
• SN2019yvq Does Not Conform to SN Ia Explosion Models
• Optimizing Serendipitous Detections of Kilonovae: Cadence and Filter Selection
• Deep Attention-Based Supernovae Classification of Multi-Band Light-Curves
• Vetting the optical transient candidates detected by the GWAC network using convolutional neural networks
• Prospects for Gravitational Wave Measurement of ZTFJ1539+5027
• Eclipsing White Dwarf Binaries in Gaia and the Zwicky Transient Facility
• Real-Time Detection of Anomalies in Large-Scale Transient Surveys
• Optimizing Cadences with Realistic Light Curve Filtering for Serendipitous Kilonova Discovery with Vera Rubin Observatory
• On the maximum luminosities of normal stripped-envelope supernovae -- brighter than explosion models allow
• A 62-minute orbital period black widow binary in a wide hierarchical triple
• A systematic study on the rise time-peak luminosity relation for bright optical transients powered by wind shock breakout
• Zwicky Transient Facility constraints on the optical emission from the nearby repeating FRB 180916.J0158+65
• Improving the selection of changing-look AGNs through multi-wavelength photometric variability
• Supernova Rates and Luminosity Functions from ASAS-SN I: 2014--2017 Type Ia SNe and Their Subtypes
• Pulsar revival in neutron star mergers: multi-messenger prospects for the discovery of pre-merger coherent radio emission
• SNIascore: Deep Learning Classification of Low-Resolution Supernova Spectra
• Supernova 2018cuf: A Type IIP supernova with a slow fall from plateau
• Supernova SN 2020faa -- an iPTF14hls look-alike?
• A method for finding anomalous astronomical light curves and their analogs
• Classifying Image Sequences of Astronomical Transients with Deep Neural Networks
• Distinguishing the nature of ''ambiguous'' merging systems hosting a neutron star: GW190425 in low-latency
• Radio afterglows of binary neutron star mergers: a population study for current and future gravitational wave observing runs
• LSQ13ddu: A rapidly-evolving stripped-envelope supernova with early circumstellar interaction signatures
• Inferencing Progenitor and Explosion Properties of Evolving Core-collapse Supernovae from Zwicky Transient Facility Light Curves
• Forward Modeling Populations of Flares from Tidal Disruptions of Stars by Super-massive Black Holes
• Mass-transferring binary stars as progenitors of interacting hydrogen-free supernovae
• DAHe white dwarfs from the DESI survey
• New Variable Hot Subdwarf Stars Identified from Anomalous Gaia Flux Errors, Observed by TESS, and Classified via Fourier Diagnostics
• Towards Efficient Detection of Small Near-Earth Asteroids Using the Zwicky Transient Facility (ZTF)
• Estimating AGN Black Hole Masses via Continuum Reverberation Mapping in the Era of LSST
• Milky Way archaeology using RR Lyrae and type II Cepheids II. High velocity RR Lyrae stars, and mass of the Milky Way
• ZTF SN Ia DR2: Colour standardisation of Type Ia Supernovae and its dependence on environment
• NuSTAR Observations of Intrinsically X-ray Weak Quasar Candidates: An Obscuration-Only Scenario
• A gap in the double white dwarf separation distribution caused by the common-envelope evolution: astrometric evidence from Gaia
• AT2021lwx: Another Neutrino-Coincident Tidal Disruption Event with a Strong Dust Echo?
• Persistent and occasional: searching for the variable population of the ZTF/4MOST sky using ZTF data release 11
• Neutrino follow-up with the Zwicky Transient Facility: Results from the first 24 campaigns
• From Out of the Blue: Swift Links 2002es-like, 2003fg-like, and Early-Time Bump Type Ia Supernovae
• Emission signatures from sub-pc Post-Newtonian binaries embedded in circumbinary discs
• Accretion disks, quasars and cosmology: meandering towards understanding
• Discovery of Two Polars from a Crossmatch of ZTF and the SRG/eFEDS X-ray Catalog
• The ASAS-SN Catalog of Variable Stars VIII: "Dipper" Stars in the Lupus Star-Forming Region
• Influence of a mass transfer stability criterion on double white dwarf populations
• Magnetic Activity-Rotation-Age-Mass Relations in Late Pre-main Sequence Stars
• Long-term follow-up observations of extreme coronal line emitting galaxies
• Constraining the Source of the High-velocity Ejecta in Type Ia SN 2019ein
• Photometric follow-up of 43 new eclipsing white dwarf plus main-sequence binaries from the ZTF survey
• Precursors of Supernovae from Mass Eruption: Prospects for Early Warning of Nearby Core-collapse Supernovae
• The Type 1 and Type 2 AGN dichotomy according to their ZTF optical variability
• SN2020qlb: A hydrogen-poor superluminous supernova with well-characterized light curve undulations
• A Systematic Exploration of Kilonova Candidates from Neutron Star Mergers During the Third Gravitational Wave Observing Run
• Stellar Collisions in Galactic Nuclei: Impact on Destructive Events Near a Supermassive Black Hole
• SN 2020bqj: a Type Ibn supernova with a long lasting peak plateau
• Type II-P Supernova Progenitor Star Initial Masses and SN 2020jfo: Direct Detection, Light Curve Properties, Nebular Spectroscopy, and Local Environment
• Minute-cadence Observations of the LAMOST Fields with the TMTS: I. Methodology of Detecting Short-period Variables and Results from the first-year Survey
• The Kitt Peak Electron Multiplying CCD demonstrator
• SN 2018hna: 1987A-like supernova with a signature of shock breakout
• PS15cey and PS17cke: prospective candidates from the Pan-STARRS Search for Kilonovae
• A code for robust astrometric solution of astronomical images
• Of Harbingers and Higher Modes: Improved gravitational-wave early-warning of compact binary mergers
• Characterising eclipsing white dwarf M dwarf binaries from multi-band eclipse photometry
• An Explanation for Overrepresentation of Tidal Disruption Events in Post-starburst Galaxies
• A catalog of over ten million variable source candidates in ZTF data release 1
• Evidence that short period AM CVn systems are diverse in outburst behaviour
• An H-alpha survey of the host environments of 77 type IIn supernovae within z<0.02
• A search for compact object companions to high mass function single-lined spectroscopic binaries in Gaia DR3
• MeerCRAB: MeerLICHT Classification of Real and Bogus Transients using Deep Learning
• The "Giraffe": Discovery of a stripped red giant in an interacting binary with a $\sim 2M_{\odot }$ lower giant
• Compact white-dwarf binaries in the combined SRG/eROSITA/SDSS eFEDS survey
• Late-time H/He-poor circumstellar interaction in the type-Ic supernova SN 2021ocs: an exposed oxygen-magnesium layer and extreme stripping of the progenitor
• SN 2018hti: a nearby superluminous supernova discovered in a metal-poor galaxy
• Radio Emission from Supernovae in the Very Early Phase: Implications for the Dynamical Mass Loss of Massive Stars
• SN 2020sck: deflagration in a carbon-oxygen white dwarf
• Mass-accretion, spectral, and photometric properties of T Tauri stars in Taurus based on TESS and LAMOST
• The Gravitational-wave Optical Transient Observer (GOTO)
• The ZTF-BTS Type Ia supernovae luminosity function is consistent with a single progenitor channel for the explosions
• Intermediate Luminosity Red Transients by Black Holes Born from Erupting Massive Stars
• HD 133729: A blue large-amplitude pulsator in orbit around a main-sequence B-type star
• Radio Analysis of SN 2004C Reveals an Unusual CSM Density Profile as a Harbinger of Core Collapse
• Identifying Blue Large Amplitude Pulsators from Gaia DR2 & ZTF DR3
• The Eclipsing Binaries from the LAMOST Medium-resolution Survey.III. A High-precision Empirical Stellar Mass Library
• The Nova KT Eri Is a Recurrent Nova With a Recurrence Time-Scale of 40-50 Years
• RR Lyrae mid-infrared Period-Luminosity-Metallicity and Period-Wesenheit-Metallicity relations based on Gaia DR3 parallaxes
• ZTF SN Ia DR2: Environmental dependencies of stretch and luminosity of a volume limited sample of 1,000 Type Ia Supernovae
• Be It Unresolved: Measuring Time Delays from Lensed Supernovae
• Optical polarization from colliding stellar stream shocks in a tidal disruption event
• The bright blue side of the night sky: Spectroscopic survey of bright and hot (pre-) white dwarfs
• The radio detection and accretion properties of the peculiar nuclear transient AT 2019avd
• Zwicky Transient Facility and Globular Clusters: The Period-Luminosity and Period-Wesenheit Relations for Type II Cepheids
• SN 2018ijp: the explosion of a stripped-envelope star within a dense H-rich shell?
• A WISE view on extreme AGB stars
• The Large Array Survey Telescope -- Science Goals
• CHIME/FRB/Pulsar discovery of a nearby long period radio transient with a timing glitch
• Multiwavelength observations of the extraordinary accretion event AT2021lwx
• A dense $0.1{\mathbf{M}}_{\odot }$ star in a 51-minute orbital period eclipsing binary
• A Young, Low-Density Stellar Stream in the Milky Way Disk: Theia 456
• Spectroscopic observations of progenitor activity 100 days before a Type Ibn supernova
• SN 2018gj: A Short-plateau Type II Supernova with Persistent Blue-shifted H-alpha Emission
• Discovery of hot subdwarfs with extremely high carbon and oxygen abundances
• Multiple Peaks and a Long Precursor in the Type IIn Supernova 2021qqp: An Energetic Explosion in a Complex Circumstellar Environment
• Strongly lensed type Ia supernovae as a precise late-universe probe of measuring the Hubble constant and cosmic curvature
• SDSS1335+0728: The awakening of a $\sim 10^6{M}_{\odot }$ black hole
• GB6 J2113+1121: A multi-wavelength flaring gamma-ray blazar temporally and spatially coincident with the neutrino event IceCube-191001A
• Velocity-resolved Reverberation Mapping of Changing-look Active Galactic Nucleus NGC 4151 during Outburst Stage. II. Four Season Observation Results
• The Whisper of a Whimper of a Bang: 2400 Days of the Type Ia SN 2011fe Reveals the Decay of ${}^{55}$Fe
• ATAT: Astronomical Transformer for time series And Tabular data
• Extremely energetic supernova explosions embedded in a massive circumstellar medium: the case of SN 2016aps
• The VVV Infrared Variability Catalog (VIVA-I)
• An 18.9-minute Blue Large-Amplitude Pulsator Crossing the 'Hertzsprung Gap' of Hot Subdwarfs
• The possible disappearance of a massive star in the low metallicity galaxy PHL 293B
• Time-series and Phasecurve Photometry of Episodically-Active Asteroid (6478) Gault in a Quiescent State Using APO, GROWTH, P200 and ZTF
• $V$-band photometry of asteroids from ASAS-SN: Finding asteroids with slow spin
• A Comprehensive X-ray Report on AT2019wey
• TOI-1696: a nearby M4 dwarf with a $3R_{\oplus }$ planet in the Neptunian desert
• The OmegaWhite Survey for Short-Period Variable Stars VII: High amplitude, short period blue variables
• Detecting Gravitational Self Lensing from Stellar-Mass Binaries Composed of Black Holes or Neutron Stars
• Fundamental physics using the temporal gravitational wave background
• The Exotic Type Ic Broad-Lined Supernova SN 2018gep: Blurring the Line Between Supernovae and Fast Optical Transients
• Limits on Simultaneous and Delayed Optical Emission from Well-localized Fast Radio Bursts
• Gaia 20eae: A newly discovered episodically accreting young star
• SRGA J181414.6-225604: A new Galactic symbiotic X-ray binary outburst triggered by an intense mass loss episode of a heavily obscured Mira variable
• Constraining the long-lived supramassive neutron stars by magnetar boosted kilonovae
• The ASAS-SN Bright Supernova Catalog -- V. 2018-2020
• Pan-chromatic photometric classification of supernovae from multiple surveys and transfer learning for future surveys
• Active asteroid (6478) Gault: a blue Q-type surface below the dust?
• The Broad-lined Ic Supernova ZTF18aaqjovh (SN 2018bvw): An Optically-discovered Engine-driven Supernova Candidate with Luminous Radio Emission
• A rotating white dwarf shows different compositions on its opposite faces
• Predicting electromagnetic counterparts using low-latency, gravitational-wave data products
• A Roche Lobe-filling hot Subdwarf and White Dwarf Binary: possible detection of an ejected common envelope
• SN 2020ank: a bright and fast-evolving H-deficient superluminous supernova
• Orbital decay in an accreting and eclipsing 13.7 minute orbital period binary with a luminous donor
• Testing Gravity Using Type Ia Supernovae Discovered by Next-Generation Wide-Field Imaging Surveys
• eRASSt J074426.3+291606: prompt accretion disc formation in a 'faint and slow' tidal disruption event
• Photometry and spectroscopy of the Type Icn supernova 2021ckj: The diverse properties of the ejecta and circumstellar matter of Type Icn SNe
• Double common envelope jets supernovae (CEJSNe) by triple-star systems
• Kilonova and Optical Afterglow from Binary Neutron Star Mergers. II. Optimal Search Strategy for Serendipitous Observations and Target-of-opportunity Observations of Gravitational-wave Triggers
• RINGO3 polarimetry of very young ZTF supernovae
• A Rapid and Large-Amplitude X-ray Dimming Event in a z ~ 2.6 Radio-Quiet Quasar
• SN 2019zrk, a bright SN 2009ip analog with a precursor
• A cosmic formation site of silicon and sulphur revealed by a new type of supernova explosion
• Cosmic rate of type IIn supernovae and its evolution with redshift
• Multi-Wavelength Observations Of A New Redback Millisecond Pulsar 4FGL J1910.7-5320
• The Impact of Initial-Final Mass Relations on Black Hole Microlensing
• The potential role of binary neutron star merger afterglows in multimessenger cosmology
• Discovery of Extreme, Roughly-Daily Superflares on the Recurrent Nova V2487 Oph
• AT 2023clx: the Faintest and Closest Optical Tidal Disruption Event Discovered in Nearby Star-forming Galaxy NGC 3799
• Tidal Disruption Events through the Lens of the Cooling Envelope Model
• A massive hot Jupiter orbiting a metal-rich early-M star discovered in the TESS full frame images
• Outbursting Young Stellar Object PGIR 20dci in the Perseus Arm
• Linking Extragalactic Transients and their Host Galaxy Properties: Transient Sample, Multi-Wavelength Host Identification, and Database Construction
• Ultra-deep tidal disruption events: prompt self-intersections and observables
• A classification algorithm for time-domain novelties in preparation for LSST alerts: Application to variable stars and transients detected with DECam in the Galactic Bulge
• Dynamic Scheduling: Target of Opportunity Observations of Gravitational Wave Events
• Beyond Gaia: Asteroseismic Distances of M giants using Ground-Based Transient Surveys
• The Discovery of Two LISA Sources within 0.5 kpc
• Cataclysmic Variables in the Second Year of the Zwicky Transient Facility
• Identifying High Energy Neutrino Transients by Neutrino Multiplet-Triggered Followups
• Application of The Wind-Driven Model to A Sample of Tidal Disruption Events
• The Blue Supergiant Progenitor of the Supernova Imposter AT~2019krl
• Enhancement of Double-Close-Binary Quadruples
• Late-Time Evolution and Modeling of the Off-Axis Gamma-ray Burst Candidate FIRST J141918.9+394036
• The Donor of the Black-Hole X-Ray Binary MAXI J1820+070
• Supernova Siblings and their Parent Galaxies in the Zwicky Transient Facility Bright Transient Surve
• First Detection of Two Superoutbursts during Rebrightening Phase of a WZ Sge-type Dwarf Nova: TCP J21040470+4631129
• A flash of polarized optical light points to an aspherical "cow"
• The Path from the Chinese and Japanese Observations of Supernova 1181 AD, to a Type Iax Supernova, to the Merger of CO and ONe White Dwarfs
• AGN flares as counterparts to LIGO/Virgo mergers: No confident causal connection in spatial correlation analysis
• Searching for precursor activity of Type IIn Supernovae
• The fast transient AT 2023clx in the nearby LINER galaxy NGC 3799 as a tidal disruption of a very low-mass star
• Scary Barbie: An Extremely Energetic, Long-Duration Tidal Disruption Event Candidate Without a Detected Host Galaxy at z = 0.995
• Give Me a Few Hours: Exploring Short Timescales in Rubin Observatory Cadence Simulations
• A seven-Earth-radius helium-burning star inside a 20.5-min detached binary
• Measuring the Hubble constant with coalescences of binary neutron star and neutron star-black hole: bright sirens \& dark sirens
• Astroconformer: The Prospects of Analyzing Stellar Light Curves with Transformer-Based Deep Learning Models
• Spectroscopic follow-up of black hole and neutron star candidates in ellipsoidal variables from Gaia DR3
• Sample of hydrogen-rich superluminous supernovae from the Zwicky Transient Facility
• Characterization of starspots on a young M-dwarf K2-25: multi-band observations of stellar photometric variability and planetary transits
• Late-Onset Circumstellar Medium Interactions are Rare: An Unbiased GALEX View of Type Ia Supernovae
• Four new deeply-eclipsing white dwarfs in ZTF
• What's the Difference? The potential for Convolutional Neural Networks for transient detection without template subtraction
• Panchromatic evolution of three luminous red novae: Forbidden hugs in pandemic times -- IV
• Search for Dormant Black Holes in Ellipsoidal Variables III. The OGLE BULGE Short-Period Sample
• Hubble constant and nuclear equation of state from kilonova spectro-photometric light curves
• Wind-Reprocessed Transients from Stellar-mass Black Hole Tidal Disruption Events
• SuperWASP Variable Stars: Classifying Light Curves Using Citizen Science
• Identification of 3 cataclysmic variables detected by the ART-XC and eROSITA telescopes aboard SRG during the all-sky X-ray survey
• Family dispute: do Type IIP supernova siblings agree on their distance?
• Repeating Partial Tidal Encounters of Sun-like Stars Leading to their Complete Disruption
• Early Ultra-Violet observations of type IIn supernovae constrain the asphericity of their circumstellar material
• Unveiling $\delta$ Scuti and $\gamma$ Doradus Hybrid Pulsation of HD 53166 and HD 53349 Plus Rich Frequencies in HD 52788 -- Catalogs of 70552 $\delta$ Sct and 8080 $\gamma$ Dor
• Detectability of "Merger-nova" emission from a long-lived magnetar in short gamma-ray bursts
• AXS: A framework for fast astronomical data processing based on Apache Spark
• $\text{tdescore}$: An Accurate Photometric Classifier for Tidal Disruption Events
• TESS Giants Transiting Giants III: An eccentric warm Jupiter supports a period-eccentricity relation for giant planets transiting evolved stars
• Multimessenger astronomy with a kHz-band gravitational-wave observatory
• Improving estimates of the growth rate using galaxy-velocity correlations: a simulation study
• Optically Informed Searches of High-Energy Neutrinos from Interaction-Powered Supernovae
• Core-collapse supernova subtypes in luminous infrared galaxies
• Light-Curve Structure and Halpha Line Formation in the Tidal Disruption Event AT 2019azh
• Correlated time variability of multi-component high velocity outflows in J162122.54+075808.4
• MANTRA: A Machine Learning reference lightcurve dataset for astronomical transient event recognition
• Target of Opportunity Observations Detectability of Kilonovae with WFST
• Discovery and Follow-up of ASASSN-23bd (AT 2023clx): The Lowest Redshift and Least Luminous Tidal Disruption Event To Date
• Identifying lensed quasars and measuring their time-delays from unresolved light curves
• Improved early warning of compact binary mergers using higher modes of gravitational radiation: A population study
• Probing pre-supernova mass loss in double-peaked Type Ibc supernovae from the Zwicky Transient Facility
• MUSSES2020J: The Earliest Discovery of a Fast Blue Ultraluminous Transient at Redshift 1.063
• The Interaction of Supernova 2018evt with a Substantial Amount of Circumstellar Matter -- An SN1997cy-like Event
• The detection efficiency of type Ia supernovae from the Zwicky Transient Facility: Limits on the intrinsic rate of early flux excesses
• A Multilevel Scheduling Framework for Distributed Time-domain Large-area Sky Survey Telescope Array
• Supernova 2020wnt: An Atypical Superluminous Supernova with a Hidden Central Engine
• The effect of phased recurrent units in the classification of multiple catalogs of astronomical lightcurves
• Identification of Stellar Flares Using Differential Evolution Template Optimization
• Exploring the nature of black hole and gravity with an imminent merging binary of supermassive black holes
• Periodic Eruptive Variability of the Isolated Pre-Main Sequence Star V347 Aurigae
• Automated Detection of Satellite Trails in Ground-Based Observations Using U-Net and Hough Transform
• Association of the IceCube neutrinos with blazars in the CGRaBS sample
• Early excess emission in Type Ia supernovae from the interaction between supernova ejecta and their circumstellar wind
• Enabling the discovery of fast transients: A kilonova science module for the Fink broker
• Six Outbursts of Comet 46P/Wirtanen
• Simultaneous observations of the northern TESS sectors by the Zwicky Transient Facility
• The DEHVILS Survey Overview and Initial Data Release: High-Quality Near-Infrared Type Ia Supernova Light Curves at Low Redshift
• ZTF SN Ia DR2: Study of Type Ia Supernova lightcurve fits
• Cosmology Requirements on Supernova Photometric Redshift Systematics for Rubin LSST and Roman Space Telescope
• Discovering Strongly-lensed QSOs From Unresolved Light Curves
• The radial distribution of supernovae compared to star formation tracers
• TiDES: The 4MOST Time Domain Extragalactic Survey
• Early and Extensive Ultraviolet Through Near Infrared Observations of the Intermediate-Luminosity Type Iax Supernovae 2024pxl
• Binaries with possible compact components discovered from the LAMOST Time-Domain Survey of four $K$2 plates
• Search for neutrino counterparts to the gravitational wave sources from LIGO/Virgo O3 run with the ANTARES detector
• Measuring time delays: II. Using observations of the unresolved flux and astrometry
• Minute-Cadence Observations of the LAMOST Fields with the TMTS: II. Catalogues of Short-Period Variable Stars from the First Two-Year Surveys
• The sustained post-outburst brightness of Nova Per 2018, the evolved companion, and the long orbital period
• Ultra-deep ATCA imaging of 47 Tucanae reveals a central compact radio source
• The Simulated Catalogue of Optical Transients and Correlated Hosts (SCOTCH)
• A Step towards Unveiling the Nature of Three Cataclysmic Variables: LS Cam, V902 Mon, and SWIFT J0746.3-1608
• Deep Drilling in the Time Domain with DECam: Survey Characterization
• A Catalogue of Ultracompact Mass-Transferring White Dwarf Binaries
• PEARLS: NuSTAR and XMM-Newton Extragalactic Survey of the JWST North Ecliptic Pole Time-Domain Field II
• Probing binary neutron star mergers in dense environments using afterglow counterparts
• HEALPix Alchemy: Fast All-Sky Geometry and Image Arithmetic in a Relational Database for Multimessenger Astronomy Brokers
• The effect of the adiabatic assumption on asteroseismic scaling relations for luminous red giants
• Multi-wavelength radiation models for low-luminosity GRBs, and the implications for UHECRs
• HAFFET: Hybrid Analytic Flux FittEr for Transients
• Optical polarization and spectral properties of the H-poor superluminous supernovae SN 2021bnw and SN 2021fpl
• Environmental Dependence of Type Ia Supernovae in Low-Redshift Galaxy Clusters
• Unexpected Short-Period Variability in Dwarf Carbon Stars from the Zwicky Transient Facility
• Photometric Supernovae Redshift Systematics Requirements
• Detection of Contact Binary Candidates Observed By TESS Using Autoencoder Neural Network
• SRG/ART-XC discovery of SRGA J204318.2+443815: towards the complete population of faint X-ray pulsars
• Nine New Cataclysmic Variable Stars with Negative Superhumps
• Tails: Chasing Comets with the Zwicky Transient Facility and Deep Learning
• Inferring CSM Properties of Type II SNe Using a Magnitude-Limited ZTF Sample
• AT2018lqh and the nature of the emerging population of day-scale duration optical transients
• Identifying Light-curve Signals with a Deep Learning Based Object Detection Algorithm. II. A General Light Curve Classification Framework
• Young stellar objects, accretion disks, and their variability with Rubin Observatory LSST
• Binary neutron star merger in common envelope jet supernovae
• Transient Classifiers for Fink: Benchmarks for LSST
• ROME/REA: A gravitational microlensing search for exo-planets beyond the snow-line on a global network of robotic telescopes
• Post maximum light and late time optical imaging polarimetry of type I superluminous supernova 2020znr
• Searching for the Next Galactic Luminous Red Nova
• Luminous Type II Short-Plateau SN 2023ufx: Asymmetric Explosion of a Partially-Stripped Massive Progenitor
• Kepler K2 and TESS observations of two magnetic cataclysmic variables: The new asynchronous polar SDSS J084617.11+245344.1 and Paloma
• The GRBSN webtool: An open-source repository for gamma-ray burst-supernova associations
• Photometric study for near-Earth asteroid (155140) 2005 UD
• Web application for galaxy-targeted follow-up of electromagnetic counterparts to gravitational wave sources
• Searching for Anomalies in the ZTF Catalog of Periodic Variable Stars
• Simulating the tidal disruption of stars by stellar-mass black holes using moving-mesh hydrodynamics
• SN 2019ewu: A Peculiar Supernova with Early Strong Carbon and Weak Oxygen Features from a New Sample of Young SN Ic Spectra
• The Rate and Spatial Distribution of Novae in M31 as Determined by a Twenty-Year Survey
• Searching for Axion-Like Particles from Core-Collapse Supernovae with Fermi LAT's Low Energy Technique
• Constraining the AGN formation channel for detected black hole binary mergers up to z=1.5 with the Quaia catalogue
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