VDES J2325-5229 a z=2.7 gravitationally lensed quasar discovered using morphology independent supervised machine learning
Abstract
We present the discovery and preliminary characterization of a gravitationally lensed quasar with a source redshift and image separation of lensed by a foreground elliptical galaxy. Since the images of gravitationally lensed quasars are the superposition of multiple point sources and a foreground lensing galaxy, we have developed a morphology independent multi-wavelength approach to the photometric selection of lensed quasar candidates based on Gaussian Mixture Models (GMM) supervised machine learning. Using this technique and multicolour photometric observations from the Dark Energy Survey (DES), near IR photometry from the VISTA Hemisphere Survey (VHS) and WISE mid IR photometry, we have identified a candidate system with two catalogue components with and comprised of an elliptical galaxy and two blue point sources. Spectroscopic follow-up with NTT and the use of an archival AAT spectrum show that the point sources can be identified as a lensed quasar with an emission line redshift of and a foreground early type galaxy with . We model the system as a single isothermal ellipsoid and find the Einstein radius , enclosed mass M and a time delay of 52 days. The relatively wide separation, month scale time delay duration and high redshift make this an ideal system for constraining the expansion rate beyond a redshift of 1.
Keywords
Cite
@article{arxiv.1607.01391,
title = {VDES J2325-5229 a z=2.7 gravitationally lensed quasar discovered using morphology independent supervised machine learning},
author = {Fernanda Ostrovski and Richard G. McMahon and Andrew J. Connolly and Cameron A. Lemon and Matthew W. Auger and Manda Banerji and Johnathan M. Hung and Sergey E. Koposov and Christopher E. Lidman and Sophie L. Reed and Sahar Allam and Aurélien Benoit-Lévy and Emmanuel Bertin and David Brooks and Elizabeth Buckley-Geer and Aurelio Carnero Rosell and Matias Carrasco Kind and Jorge Carretero and Carlos E. Cunha and Luiz N. da Costa and Shantanu Desai and H. Thomas Diehl and Jörg P. Dietrich and August E. Evrard and David A. Finley and Brenna Flaugher and Pablo Fosalba and Josh Frieman and David W. Gerdes and Daniel A. Goldstein and Daniel Gruen and Robert A. Gruendl and Gaston Gutierrez and Klaus Honscheid and David J. James and Kyler Kuehn and Nikolay Kuropatkin and Marcos Lima and Huan Lin and Marcio A. G. Maia and Jennifer L. Marshall and Paul Martini and Peter Melchior and Ramon Miquel and Ricardo Ogando and Andrés Plazas Malagón and Kevin Reil and Kathy Romer and Eusebio Sanchez and Basilio Santiago and Vic Scarpine and Ignacio Sevilla-Noarbe and Marcelle Soares-Santos and Flavia Sobreira and Eric Suchyta and Gregory Tarle and Daniel Thomas and Douglas L. Tucker and Alistair R. Walker},
journal= {arXiv preprint arXiv:1607.01391},
year = {2017}
}
Comments
11 pages, 7 figures, 7 tables, MNRAS accepted