2021ApJ...911...38R


Query : 2021ApJ...911...38R

2021ApJ...911...38R - Astrophys. J., 911, 38-38 (2021/April-2)

OH megamasers in H I surveys: forecasts and a machine-learning approach to separating disks from mergers.

ROBERTS H., DARLING J. and BAKER A.J.

Abstract (from CDS):

OH megamasers (OHMs) are rare, luminous masers found in gas-rich major galaxy mergers. In untargeted neutral hydrogen (H I) emission-line surveys, spectroscopic redshifts are necessary to differentiate the λrest = 18 cm masing lines produced by OHMs from H I 21 cm lines. Next-generation H I surveys will detect an unprecedented number of galaxies, most of which will not have spectroscopic redshifts. We present predictions for the numbers of OHMs that will be detected and the potential "contamination" they will impose on H I surveys. We examine the Looking at the Distant Universe with the MeerKAT Array (LADUMA), a single-pointing deep-field survey reaching redshift z_H I_ = 1.45, as well as potential future surveys with the Square Kilometre Array (SKA) that would observe large portions of the sky out to redshift z_H I_ = 1.37. We predict that LADUMA will potentially double the number of known OHMs, creating an expected contamination of 1.0% of the survey's H I sample. Future SKA H I surveys are expected to see up to 7.2% OH contamination. To mitigate this contamination, we present methods to distinguish H I and OHM host populations without spectroscopic redshifts using near- to mid-IR photometry and a k-Nearest Neighbors algorithm. Using our methods, nearly 99% of OHMs out to redshift zOH ∼ 1.0 can be correctly identified. At redshifts out to zOH ∼ 2.0, 97% of OHMs can be identified. The discovery of these high-redshift OHMs will be valuable for understanding the connection between extreme star formation and galaxy evolution.

Abstract Copyright: © 2021. The American Astronomical Society. All rights reserved.

Journal keyword(s): Galaxy mergers - Spiral galaxies - Radio spectroscopy - Hydroxyl masers - Megamasers - Galaxy evolution - H I line emission - Surveys

Simbad objects: 2

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Number of rows : 2
N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2026
#notes
1 NAME Extended Chandra Deep Field South reg 03 32 30.0 -27 48 20           ~ 862 0
2 NGC 7674 Sy1 23 27 56.6973043968 +08 46 44.253707772 13.84 13.92 13.23 12.64   ~ 738 2

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