Zoobot: Adaptable Deep Learning Models for GalaxyMorphology

The Journal of Open Source Software The Open Journal 8:85 (2023) 5312

Authors:

Mike Walmsley, Campbell Allen, Ben Aussel, Micah Bowles, Kasia Gregorowicz, Inigo Val Slijepcevic, Chris J Lintott, Anna MM Scaife, Maja Jabłońska, Kosio Karchev, Denise Lanzieri, Devina Mohan, David O’Ryan, Bharath Saiguhan, Crisel Suárez, Nicolás Guerra-Varas, Renuka Velu

The LOFAR Two-metre Sky Survey: Deep Fields data release 1. V. Survey description, source classifications, and host galaxy properties

Monthly Notices of the Royal Astronomical Society Oxford University Press 523:2 (2023) 1729-1755

Authors:

Pn Best, R Kondapally, Wl Williams, Rk Cochrane, Kj Duncan, Cl Hale, P Haskell, K Małek, I McCheyne, Djb Smith, L Wang, A Botteon, M Bonato, M Bondi, G Calistro Rivera, F Gao, G Gürkan, Mj Hardcastle, Matthew J Jarvis, B Mingo, H Miraghaei, Lk Morabito, D Nisbet, I Prandoni, Hja Röttgering, J Sabater, T Shimwell, C Tasse, R van Weeren

Abstract:

Source classifications, stellar masses, and star-formation rates are presented for ≈80 000 radio sources from the first data release of the Low Frequency Array Two-metre Sky Survey (LoTSS) Deep Fields, which represents the widest deep radio survey ever undertaken. Using deep multi-wavelength data spanning from the ultraviolet to the far-infrared, spectral energy distribution (SED) fitting is carried out for all of the LoTSS Deep host galaxies using four different SED codes, two of which include modelling of the contributions from an active galactic nucleus (AGN). Comparing the results of the four codes, galaxies that host a radiative AGN are identified, and an optimized consensus estimate of the stellar mass and star-formation rate for each galaxy is derived. Those galaxies with an excess of radio emission over that expected from star formation are then identified, and the LoTSS Deep sources are divided into four classes: star-forming galaxies, radio-quiet AGN, and radio-loud high-excitation and low-excitation AGN. Ninety-five per cent of the sources can be reliably classified, of which more than two-thirds are star-forming galaxies, ranging from normal galaxies in the nearby Universe to highly-starbursting systems at z > 4. Star-forming galaxies become the dominant population below 150-MHz flux densities of ≈1 mJy, accounting for 90 per cent of sources at S150MHz ∼ 100 μJy. Radio-quiet AGN comprise ≈10 per cent of the overall population. Results are compared against the predictions of the SKADS and T-RECS radio sky simulations, and improvements to the simulations are suggested.

MAXI J1848-015: The first detection of relativistically moving outflows from a globular cluster X-ray binary

Astrophysical Journal Letters IOP Publishing 948 (2023) L7

Authors:

A Bahramian, E Tremou, Aj Tetarenko, Jca Miller-Jones, Rp Fender, S Corbel, Dra Williams, J Strader, F Carotenuto, R Salinas, Ja Kennea, Se Motta, Pa Woudt, Jh Matthews, Td Russell

Abstract:

Over the past decade, observations of relativistic outflows from outbursting X-ray binaries in the Galactic field have grown significantly. In this work, we present the first detection of moving and decelerating radio-emitting outflows from an X-ray binary in a globular cluster. MAXI J1848−015 is a recently discovered transient X-ray binary in the direction of the globular cluster GLIMPSE-C01. Using observations from the Karl G. Jansky Very Large Array, and a monitoring campaign with the MeerKAT observatory for 500 days, we model the motion of the outflows. This represents some of the most intensive, long-term coverage of relativistically moving X-ray binary outflows to date. We use the proper motions of the outflows from MAXI J1848−015 to constrain the component of the intrinsic jet speed along the line of sight, β int cos θ ejection , to be =0.19 ± 0.02. Assuming it is located in GLIMPSE-C01, at 3.4 kpc, we determine the intrinsic jet speed, β int = 0.79 ± 0.07, and the inclination angle to the line of sight, θ ejection = 76° ± 2°. This makes the outflows from MAXI J1848−015 somewhat slower than those seen from many other known X-ray binaries. We also constrain the maximum distance to MAXI J1848−015 to be 4.3 kpc. Finally, we discuss the implications of our findings for the nature of the compact object in this system, finding that a black hole primary is a viable (but as-of-yet unconfirmed) explanation for the observed properties of MAXI J1848−015. If future data and/or analysis provide more conclusive evidence that MAXI J1848−015 indeed hosts a black hole, it would be the first black hole X-ray binary in outburst identified in a Galactic globular cluster.

Bursts from Space: MeerKAT - The first citizen science project dedicated to commensal radio transients

(2023)

Authors:

Alex Andersson, Chris Lintott, Rob Fender, Joe Bright, Francesco Carotenuto, Laura Driessen, Mathilde Espinasse, Kelebogile Gaseahalwe, Ian Heywood, Alexander J van der Horst, Sara Motta, Lauren Rhodes, Evangelia Tremou, David RA Williams, Patrick Woudt, Xian Zhang, Steven Bloemen, Paul Groot, Paul Vreeswijk, Stefano Giarratana, Payaswini Saikia, Jonas Andersson, Lizzeth Ruiz Arroyo, Loïc Baert, Matthew Baumann, Wilfried Domainko, Thorsten Eschweiler, Tim Forsythe, Sauro Gaudenzi, Rachel Ann Grenier, Davide Iannone, Karla Lahoz, Kyle J Melville, Marianne De Sousa Nascimento, Leticia Navarro, Sai Parthasarathi, Piilonen, Najma Rahman, Jeffrey Smith, B Stewart, Newton Temoke, Chloe Tworek, Isabelle Whittle

Millihertz X-ray variability during the 2019 outburst of black hole candidate Swift J1357.2 − 0933

Monthly Notices of the Royal Astronomical Society 522:3 (2023) 4598-4611

Authors:

Aru Beri, Vishal Gaur, Phil Charles, David RA Williams, Jahanvi, John A Paice, Poshak Gandhi, Diego Altamirano, Rob Fender, David A Green, David Titterington