1. Deep ugrizY imaging and DEEP2/3 spectroscopy: a photometric redshift testbed for LSST and public release of data from the DEEP3 Galaxy Redshift Survey
- Author
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Zhou, Rongpu, Cooper, Michael C, Newman, Jeffrey A, Ashby, Matthew LN, Aird, James, Conselice, Christopher J, Davis, Marc, Dutton, Aaron A, Faber, SM, Fang, Jerome J, Fazio, GG, Guhathakurta, Puragra, Kocevski, Dale, Koo, David C, Nandra, Kirpal, Phillips, Andrew C, Rosario, David J, Schlafly, Edward F, Trump, Jonathan R, Weiner, Benjamin, Willmer, Christopher NA, and Yan, Renbin
- Subjects
Space Sciences ,Physical Sciences ,Machine Learning and Artificial Intelligence ,catalogues ,surveys ,galaxies: distances and redshifts ,astro-ph.GA ,astro-ph.IM ,Astronomical and Space Sciences ,Astronomy & Astrophysics ,Astronomical sciences ,Particle and high energy physics ,Space sciences - Abstract
We present catalogues of calibrated photometry and spectroscopic redshifts in the Extended Groth Strip, intended for studies of photometric redshifts (photo-z's). The data includes ugriz photometry from Canada-France-Hawaii Telescope Legacy Survey (CFHTLS) and Y-band photometry from the Subaru Suprime camera, as well as spectroscopic redshifts from the DEEP2, DEEP3, and 3D-HST surveys. These catalogues incorporate corrections to produce effectively matched-aperture photometry across all bands, based upon object size information available in the catalogue and Moffat profile point spread function fits. We test this catalogue with a simple machine learning-based photometric redshift algorithm based upon Random Forest regression, and find that the corrected aperture photometry leads to significant improvement in photo-z accuracy compared to the original SEXTRACTOR catalogues from CFHTLS and Subaru. The deep ugrizY photometry and spectroscopic redshifts are well suited for empirical tests of photometric redshift algorithms for LSST. The resulting catalogues are publicly available at http://d-scholarship.pitt.edu/36064/. We include a basic summary of the strategy of the DEEP3 Galaxy Redshift Survey to accompany the recent public release of DEEP3 data.
- Published
- 2019