activity
20212026
most citedConvolutional neural network identification of galaxy post-mergers in UNIONS using IllustrisTNG

83 citations · 323 across the 16 of their papers we have counts for

collaborators

17 papers

astro-ph.GA2026

A Comprehensive Analysis of WISE Mid-Infrared Colors for Obscured AGN Selection

Anika Goel, Samir Salim, Sara L. Ellison +4

In this paper, we investigate the robustness of WISE mid-IR color selection (W1-W2) for identifying obscured (Type 2) active galactic nuclei (AGNs) at low redshift (z<0.3), using a…

astro-ph.GA2026

Galaxy Mergers in UNIONS -- II: Predicting Timescales in the Post-Merger Regime

Leonardo Ferreira, Sara L. Ellison, David R. Patton +3

Galaxy mergers are critical events that influence galaxy evolution by driving processes such as enhanced star formation, quenching, and active galactic nucleus (AGN) activity. Howe…

astro-ph.GA2025

Unions with UNIONS: Using galaxy-galaxy lensing to probe galaxy mergers

Isaac Cheng, Jack Elvin-Poole, Michael J. Hudson +12

We use galaxy-galaxy lensing to investigate how the dark matter (DM) haloes and stellar content of galaxies with and $10 \leq \log_{10}(M_\star/\mathrm{M}_…

astro-ph.GA2024★ 20 cited

Galaxy evolution in the post-merger regime. III -- The triggering of active galactic nuclei peaks immediately after coalescence

Sara L. Ellison, Leonardo Ferreira, Robert Bickley +6

Galaxy mergers have been shown to trigger AGN in the nearby universe, but the timescale over which this process happens remains unconstrained. The Multi-Model Merger Identifier (MU…

astro-ph.GA2024

Galaxy evolution in the post-merger regime I -- Most merger-induced in-situ stellar mass growth happens post-coalescence

Leonardo Ferreira, Sara L. Ellison, David R. Patton +5

Galaxy mergers can enhance star formation rates throughout the merger sequence, with this effect peaking around the time of coalescence. However, owing to a lack of information abo…

astro-ph.GA2024★ 1 cited

The effect of image quality on galaxy merger identification with deep learning

Robert W. Bickley, Scott Wilkinson, Leonardo Ferreira +3

Studies have shown that the morphologies of galaxies are substantially transformed following coalescence after a merger, but post-mergers are notoriously difficult to identify, esp…

astro-ph.GA2024★ 1 cited

Galaxy Mergers in UNIONS -- I: A Simulation-driven Hybrid Deep Learning Ensemble for Pure Galaxy Merger Classification

Leonardo Ferreira, Robert W. Bickley, Sara L. Ellison +7

Merging and interactions can radically transform galaxies. However, identifying these events based solely on structure is challenging as the status of observed mergers is not easil…

astro-ph.GA2024★ 17 cited

Galaxy merger challenge: A comparison study between machine learning-based detection methods

B. Margalef-Bentabol, L. Wang, A. La Marca +14

Various galaxy merger detection methods have been applied to diverse datasets. However, it is difficult to understand how they compare. We aim to benchmark the relative performance…

astro-ph.GA2024

Interacting galaxies in the IllustrisTNG simulations -- VII: The connection between the most luminous active galactic nuclei and galaxy interactions

Shoshannah Byrne-Mamahit, David R. Patton, Sara L. Ellison +5

We investigate the connection between the most luminous active galactic nuclei (AGN), galaxy pairs, and post-mergers in the IllustrisTNG simulation. We select galaxy pairs and post…

astro-ph.GA2024

The limitations (and potential) of non-parametric morphology statistics for post-merger identification

Scott Wilkinson, Sara L. Ellison, Connor Bottrell +4

Non-parametric morphology statistics have been used for decades to classify galaxies into morphological types and identify mergers in an automated way. In this work, we assess how…

astro-ph.GA2024★ 2 cited

X-ray AGNs with SRG/eROSITA: Multi-wavelength observations reveal merger triggering and post-coalescence circumnuclear blowout

Robert W. Bickley, Sara L. Ellison, Mara Salvato +6

Major mergers between galaxies are predicted to fuel their central supermassive black holes (SMBHs), particularly after coalescence. However, determining the prevalence of active g…

astro-ph.GA2023★ 26 cited

AGN in post-mergers from the Ultraviolet Near Infrared Optical Northern Survey

Robert W. Bickley, Sara L. Ellison, David R. Patton +1

The kinematic disturbances associated with major galaxy mergers are known to produce gas inflows, which in turn may trigger accretion onto the supermassive black holes (SMBH) of th…

astro-ph.GA2022★ 11 cited

A New Physical Picture for AGNs Lacking Optical Emission Lines

Christopher J. Agostino, Samir Salim, Sara L. Ellison +2

In this work, we use ~500 low-redshift (z ~ 0.1) X-ray AGNs observed by XMM-Newton and SDSS to investigate the prevalence and nature of AGNs that apparently lack optical emission l…

astro-ph.GA2022★ 69 cited

Galaxy mergers can rapidly shut down star formation

Sara L. Ellison, Scott Wilkinson, Joanna Woo +6

Galaxy mergers trigger both star formation and accretion onto the central supermassive black hole. As a result of subsequent energetic feedback processes, it has long been proposed…

astro-ph.GA2022★ 54 cited

The merger fraction of post-starburst galaxies in UNIONS

Scott Wilkinson, Sara L. Ellison, Connor Bottrell +4

Post-starburst (PSB) galaxies are defined as having experienced a recent burst of star formation, followed by a prompt truncation in further activity. Identifying the mechanism(s)…

astro-ph.GA2022★ 39 cited

Star formation characteristics of CNN-identified post-mergers in the Ultraviolet Near Infrared Optical Northern Survey (UNIONS)

Robert W. Bickley, Sara L. Ellison, David R. Patton +3

The importance of the post-merger epoch in galaxy evolution has been well-documented, but post-mergers are notoriously difficult to identify. While the features induced by mergers…

astro-ph.GA2021★ 83 cited

Convolutional neural network identification of galaxy post-mergers in UNIONS using IllustrisTNG

Robert W. Bickley, Connor Bottrell, Maan H. Hani +6

The Canada-France Imaging Survey (CFIS) will consist of deep, high-resolution r-band imaging over ~5000 square degrees of the sky, representing a first-rate opportunity to identify…