Evolution of the galaxy merger fraction in the CLAUDS+HSC-SSP deep fields
arXiv:2106.04266
Abstract
We estimate the evolution of the galaxy-galaxy merger fraction for galaxies over in the 18.6 deg deep CLAUDS+HSC-SSP surveys. We do this by training a Random Forest Classifier to identify merger candidates from a host of parametric morphological features, and then visually follow-up likely merger candidates to reach a high-purity, high-completeness merger sample. Correcting for redshift-dependent detection bias, we find that the merger fraction at is 1.00.2%, that the merger fraction evolves as , and that a typical massive galaxy has undergone 0.3 major mergers since . This pilot study illustrates the power of very deep ground-based imaging surveys combined with machine learning to detect and study mergers through the presence of faint, low surface brightness merger features out to at least .
To appear in RNAAS
References in corpus (4)
- The Evolution of Galaxy Structure over Cosmic Time
- The Structures of Distant Galaxies I: Galaxy Structures and the Merger Rate to z~3 in the Hubble Ultra-Deep Field
- Galaxy Interactions Trigger Rapid Black Hole Growth: an unprecedented view from the Hyper Suprime-Cam Survey
- A consistent measure of the merger histories of massive galaxies using close-pair statistics I: Major mergers at