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[HTML][HTML] Advances on the morphological classification of radio galaxies: A review
Modern radio telescopes will generate, on a daily basis, data sets on the scale of exabytes
for systems like the Square Kilometre Array (SKA). Massive data sets are a source of …
for systems like the Square Kilometre Array (SKA). Massive data sets are a source of …
A review of unsupervised learning in astronomy
S Fotopoulou - Astronomy and Computing, 2024 - Elsevier
This review summarizes popular unsupervised learning methods, and gives an overview of
their past, current, and future uses in astronomy. Unsupervised learning aims to organise the …
their past, current, and future uses in astronomy. Unsupervised learning aims to organise the …
Sociotechnical imaginaries of sharing and emerging postdigital meaning-making practices in the astronomy community
For decades, science communities have had digital technology embedded in their everyday
work. However, new research infrastructures are amplifying the presence and use of digital …
work. However, new research infrastructures are amplifying the presence and use of digital …
WALLABY Pilot Survey: Public data release of∼ 1800 H i sources and high-resolution cut-outs from Pilot Survey Phase 2
C Murugeshan, N Deg, T Westmeier… - Publications of the …, 2024 - cambridge.org
We present the Pilot Survey Phase 2 data release for the Wide-field ASKAP L-band Legacy
All-sky Blind surveY (WALLABY), carried-out using the Australian SKA Pathfinder (ASKAP) …
All-sky Blind surveY (WALLABY), carried-out using the Australian SKA Pathfinder (ASKAP) …
YOLO-CIANNA: Galaxy detection with deep learning in radio data-I. A new YOLO-inspired source detection method applied to the SKAO SDC1
D Cornu, P Salomé, B Semelin, A Marchal… - Astronomy & …, 2024 - aanda.org
Context. The upcoming Square Kilometer Array (SKA) will set a new standard regarding
data volume generated by an astronomical instrument, which is likely to challenge widely …
data volume generated by an astronomical instrument, which is likely to challenge widely …
The tiered radio extragalactic continuum (T-RECS) simulation II: H i emission and continuum-H i cross-correlation
A Bonaldi, P Hartley, T Ronconi… - Monthly Notices of the …, 2023 - academic.oup.com
In this paper, we extend the Tiered Radio Extragalactic Continuum Simulation (T-RECS) to
include H i emission. The H i T-RECS model is based on the most recent H i mass function …
include H i emission. The H i T-RECS model is based on the most recent H i mass function …
The Galaxy Activity, Torus, and Outflow Survey (GATOS)-VI. Black hole mass estimation using machine learning
The detailed feeding and feedback mechanisms of active galactic nuclei (AGNs) are not yet
well known. For low-luminosity AGNs, obscured AGNs, and late-type galaxies, the masses of …
well known. For low-luminosity AGNs, obscured AGNs, and late-type galaxies, the masses of …
WALLABY Pilot Survey: HI source-finding with a machine learning framework
The data volumes generated by theWALLABY atomic Hydrogen (HI) survey using the
Australian Square Kilometre Array Pathfinder (ASKAP) necessitate greater automation and …
Australian Square Kilometre Array Pathfinder (ASKAP) necessitate greater automation and …
[PDF][PDF] Optimal, fast, and robust inference of reionization-era cosmology with the 21cmPIE-INN
Modern machine learning will allow for simulation-based inference from reionizationera
21cm observations at the Square Kilometre Array. Our framework combines a convolutional …
21cm observations at the Square Kilometre Array. Our framework combines a convolutional …
SKATR: A Self-Supervised Summary Transformer for SKA
The Square Kilometer Array will initiate a new era of radio astronomy by allowing 3D
imaging of the Universe during Cosmic Dawn and Reionization. Modern machine learning is …
imaging of the Universe during Cosmic Dawn and Reionization. Modern machine learning is …