YSE-PZ: A Transient Survey Management Platform that Empowers the Human-in-the-Loop
arXiv:2303.02154 · doi:10.1088/1538-3873/acd662
Abstract
The modern study of astrophysical transients has been transformed by an exponentially growing volume of data. Within the last decade, the transient discovery rate has increased by a factor of ~20, with associated survey data, archival data, and metadata also increasing with the number of discoveries. To manage the data at this increased rate, we require new tools. Here we present YSE-PZ, a transient survey management platform that ingests multiple live streams of transient discovery alerts, identifies the host galaxies of those transients, downloads coincident archival data, and retrieves photometry and spectra from ongoing surveys. YSE-PZ also presents a user with a range of tools to make and support timely and informed transient follow-up decisions. Those subsequent observations enhance transient science and can reveal physics only accessible with rapid follow-up observations. Rather than automating out human interaction, YSE-PZ focuses on accelerating and enhancing human decision making, a role we describe as empowering the human-in-the-loop. Finally, YSE-PZ is built to be flexibly used and deployed; YSE-PZ can support multiple, simultaneous, and independent transient collaborations through group-level data permissions, allowing a user to view the data associated with the union of all groups in which they are a member. YSE-PZ can be used as a local instance installed via Docker or deployed as a service hosted in the cloud. We provide YSE-PZ as an open-source tool for the community.
arXiv comment23 pages, 9 figures, submitted to PASP
References in corpus (84)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Array Programming with NumPy
- Astropy: A Community Python Package for Astronomy
- The Sloan Digital Sky Survey: Technical Summary
- The Astropy Project: Building an inclusive, open-science project and status of the v2.0 core package
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- The Supernova Legacy Survey: Measurement of Omega_M, Omega_Lambda and w from the First Year Data Set
- The Zwicky Transient Facility: System Overview, Performance, and First Results
- The James Webb Space Telescope
- The Man Behind the Curtain: X-rays Drive the UV through NIR Variability in the 2013 AGN Outburst in NGC 2617
- Overview of the DESI Legacy Imaging Surveys
- First Results from the Catalina Real-time Transient Survey
- ATLAS: A High-Cadence All-Sky Survey System
- Las Cumbres Observatory Global Telescope Network
- Swope Supernova Survey 2017a (SSS17a), the Optical Counterpart to a Gravitational Wave Source
- The Palomar Transient Factory: System Overview, Performance and First Results
- astroquery: An Astronomical Web-Querying Package in Python
- Exploring the Optical Transient Sky with the Palomar Transient Factory
- The Pan-STARRS1 Database and Data Products
- An extremely luminous X-ray outburst at the birth of a supernova
- The Sloan Digital Sky Survey-II Supernova Survey: Technical Summary
- A Wolf-Rayet-like progenitor of supernova SN 2013cu from spectral observations of a wind
- PESSTO : survey description and products from the first data release by the Public ESO Spectroscopic Survey of Transient Objects
- Design and operation of the ATLAS Transient Science Server
- Gravity Spy: Integrating Advanced LIGO Detector Characterization, Machine Learning, and Citizen Science
- From Shock Breakout to Peak and Beyond: Extensive Panchromatic Observations of the Type Ib Supernova 2008D associated with Swift X-ray Transient 080109
- A Compact Degenerate Primary-Star Progenitor of SN 2011fe
- Master Robotic Net
- Supernova PTF 09uj: A possible shock breakout from a dense circumstellar wind
- The Automatic Learning for the Rapid Classification of Events (ALeRCE) Alert Broker
- The Pan-STARRS Data Processing System
- Galaxy Zoo: Probabilistic Morphology through Bayesian CNNs and Active Learning
- The Foundation Supernova Survey: Motivation, Design, Implementation, and First Data Release
- The GROWTH Marshal: A Dynamic Science Portal for Time-Domain Astronomy
- SN~2012cg: Evidence for Interaction Between a Normal Type Ia Supernova and a Non-Degenerate Binary Companion
- Automated Transient Identification in the Dark Energy Survey
- SALT3: An Improved Type Ia Supernova Model for Measuring Cosmic Distances
- Final Moments I: Precursor Emission, Envelope Inflation, and Enhanced Mass loss Preceding the Luminous Type II Supernova 2020tlf
- Early Blue Excess from the Type Ia Supernova 2017cbv and Implications for Its Progenitor
- Gaia Photometric Science Alerts
- The early detection and follow-up of the highly obscured Type II supernova 2016ija/DLT16am
- The First Hours of the GW170817 Kilonova and the Importance of Early Optical and Ultraviolet Observations for Constraining Emission Models
- Discovery and Follow-up of ASASSN-19dj: An X-ray and UV Luminous TDE in an Extreme Post-Starburst Galaxy
- Fink, a new generation of broker for the LSST community
- The Young Supernova Experiment: Survey Goals, Overview, and Operations
- K2 Observations of SN 2018oh Reveal a Two-Component Rising Light Curve for a Type Ia Supernova
- A Morphological Classification Model to Identify Unresolved PanSTARRS1 Sources: Application in the ZTF Real-Time Pipeline
- Transient processing and analysis using : Alert Management, Photometry and Evaluation of Lightcurves
- RoboNet-II: Follow-up observations of microlensing events with a robotic network of telescopes
- The Foundation Supernova Survey: Measuring Cosmological Parameters with Supernovae from a Single Telescope
- Seeing Double: ASASSN-18bt Exhibits a Two-Component Rise in the Early-Time K2 Light Curve
- Photometric and Spectroscopic Properties of Type Ia Supernova 2018oh with Early Excess Emission from the 2 Observations
- ZTF Early Observations of Type Ia Supernovae II: First Light, the Initial Rise, and Time to Reach Maximum Brightness
- Connecting the progenitors, pre-explosion variability, and giant outbursts of luminous blue variables with Gaia16cfr
- astroplan: An Open Source Observation Planning Package in Python
- Double-Peaked Balmer Emission Indicating Prompt Accretion Disk Formation in an X-Ray Faint Tidal Disruption Event
- SN 2019ehk: A Double-Peaked Ca-rich Transient with Luminous X-ray Emission and Shock-Ionized Spectral Features
- The ANTARES Astronomical Time-Domain Event Broker
- The Early Phases of Supernova 2020pni: Shock-Ionization of the Nitrogen-Enriched Circumstellar Material
- To TDE or not to TDE: The luminous transient ASASSN-18jd with TDE-like and AGN-like qualities
- The Rise and Fall of ASASSN-18pg: Following a TDE from Early To Late Times
- A transient search using combined human and machine classifications
- The Young Supernova Experiment Data Release 1 (YSE DR1): Light Curves and Photometric Classification of 1975 Supernovae
- GHOST: Using Only Host Galaxy Information to Accurately Associate and Distinguish Supernovae
- The Young and Nearby Normal Type Ia Supernova 2018gv: UV-Optical Observations and the Earliest Spectropolarimetry
- The optical light curve of GRB 221009A: the afterglow and the emerging supernova
- The Gravity Collective: A Search for the Electromagnetic Counterpart to the Neutron Star-Black Hole Merger GW190814
- Completeness of the Gaia-verse I: when and where were Gaia's eyes on the sky during DR2?
- The Astronomer's Telegram: A Web-based Short-Notice Publication System for the Professional Astronomical Community
- An Early-Time Optical and Ultraviolet Excess in the type-Ic SN 2020oi
- The Circumstellar Environments of Double-Peaked, Calcium-strong Supernovae 2021gno and 2021inl
- The SNAD Viewer: Everything You Want to Know about Your Favorite ZTF Object
- A Carbon/Oxygen-dominated Atmosphere Days After Explosion for the "Super-Chandrasekhar" Type Ia SN 2020esm
- SN 2019muj -- a well-observed Type Iax supernova that bridges the luminosity gap of the class
- SN 2022ann: A type Icn supernova from a dwarf galaxy that reveals helium in its circumstellar environment
- The Foundation Supernova Survey: Photospheric Velocity Correlations in Type Ia Supernovae
- Updated Photometry of the Yellow Supergiant Progenitor and Late-time Observations of the Type IIb Supernova 2016gkg
- SN2017jgh - A high-cadence complete shock cooling lightcurve of a SN IIb with the Kepler telescope
- Pan-chromatic photometric classification of supernovae from multiple surveys and transfer learning for future surveys
- ANTARES: A Prototype Transient Broker System
- SN 2018agk: A Prototypical Type Ia Supernova with a Smooth Power-law Rise in Kepler (K2)
- Citizen ASAS-SN Data Release I: Variable Star Classification Using Citizen Science
- Panchromatic evolution of three luminous red novae: Forbidden hugs in pandemic times -- IV
- X-ray Limits on the Progenitor System of the Type Ia Supernova 2017ejb
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- Type II-P Supernova Progenitor Star Initial Masses and SN 2020jfo: Direct Detection, Light Curve Properties, Nebular Spectroscopy, and Local Environment
- Disentangling the Black Hole Mass Spectrum with Photometric Microlensing Surveys
- SAGUARO: Time-domain Infrastructure for the Fourth Gravitational-wave Observing Run and Beyond
- Near-Infrared Spectroscopy and Detection of Carbon Monoxide in the Type II Supernova SN 2023ixf
- SN 2022xlp: The second-known well-observed, intermediate-luminosity Iax supernova
- The automation of optical transient discovery and classification in Rubin-era time-domain astronomy
- RADAR-Radio Afterglow Detection and AI-driven Response: A Federated Framework for Gravitational Wave Event Follow-Up
- The New Status Qvo? SN 2021qvo is Another 2003fg-like Type Ia Supernova with a Rising Light-Curve Bump
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- Astrometric microlensing probes of the isolated neutron star population with Roman