Machine learning for observational cosmology

K Moriwaki, T Nishimichi… - Reports on Progress in …, 2023 - iopscience.iop.org
An array of large observational programs using ground-based and space-borne telescopes
is planned in the next decade. The forthcoming wide-field sky surveys are expected to …

The automatic learning for the rapid classification of events (ALeRCE) alert broker

F Förster, G Cabrera-Vives… - The Astronomical …, 2021 - iopscience.iop.org
Abstract We introduce the Automatic Learning for the Rapid Classification of Events
(ALeRCE) broker, an astronomical alert broker designed to provide a rapid and self …

The Young Supernova Experiment Data Release 1 (YSE DR1): Light Curves and Photometric Classification of 1975 Supernovae

PD Aleo, K Malanchev, S Sharief… - The Astrophysical …, 2023 - iopscience.iop.org
Abstract We present the Young Supernova Experiment Data Release 1 (YSE DR1),
comprised of processed multicolor PanSTARRS1 griz and Zwicky Transient Facility (ZTF) gr …

Searching for changing-state agns in massive data sets. i. applying deep learning and anomaly-detection techniques to find agns with anomalous variability behaviors

P Sánchez-Sáez, H Lira, L Martí… - The Astronomical …, 2021 - iopscience.iop.org
The classic classification scheme for active galactic nuclei (AGNs) was recently challenged
by the discovery of the so-called changing-state (changing-look) AGNs. The physical …

A deep-learning approach for live anomaly detection of extragalactic transients

VA Villar, M Cranmer, E Berger… - The Astrophysical …, 2021 - iopscience.iop.org
There is a shortage of multiwavelength and spectroscopic follow-up capabilities given the
number of transient and variable astrophysical events discovered through wide-field optical …

Rubin Observatory LSST Transients and Variable Stars Roadmap

KM Hambleton, FB Bianco, R Street… - Publications of the …, 2023 - iopscience.iop.org
Abstract The Vera C. Rubin Legacy Survey of Space and Time (LSST) holds the potential to
revolutionize time domain astrophysics, reaching completely unexplored areas of the …

Alert classification for the ALeRCE broker system: The real-time stamp classifier

R Carrasco-Davis, E Reyes, C Valenzuela… - The Astronomical …, 2021 - iopscience.iop.org
We present a real-time stamp classifier of astronomical events for the Automatic Learning for
the Rapid Classification of Events broker, ALeRCE. The classifier is based on a …

Velocity-resolved reverberation map** of changing-look active galactic nucleus NGC 4151 during outburst stage: Evidence for kinematics evolution of broad-line …

SS Li, HC Feng, HT Liu, JM Bai, R Li… - The Astrophysical …, 2022 - iopscience.iop.org
Changing-look active galactic nucleus NGC 4151, which has attracted a lot of attention, is
undergoing the second dramatic outburst stage in its evolutionary history. To investigate the …

Inferencing Progenitor and Explosion Properties of Evolving Core-collapse Supernovae from Zwicky Transient Facility Light Curves

BM Subrayan, D Milisavljevic, TJ Moriya… - The Astrophysical …, 2023 - iopscience.iop.org
We analyze a sample of 45 Type II supernovae from the Zwicky Transient Facility public
survey using a grid of hydrodynamical models in order to assess whether theoretically …

Deep attention-based supernovae classification of multiband light curves

Ó Pimentel, PA Estévez, F Förster - The Astronomical Journal, 2022 - iopscience.iop.org
In astronomical surveys, such as the Zwicky Transient Facility, supernovae (SNe) are
relatively uncommon objects compared to other classes of variable events. Along with this …