The LSST-DESC 3x2pt Tomography Optimization Challenge
Abstract
This paper presents the results of the Rubin Observatory Dark Energy Science Collaboration (DESC) 3x2pt tomography challenge, which served as a first step toward optimizing the tomographic binning strategy for the main DESC analysis. The task of choosing an optimal tomographic binning scheme for a photometric survey is made particularly delicate in the context of a metacalibrated lensing catalogue, as only the photometry from the bands included in the metacalibration process (usually riz and potentially g) can be used in sample definition. The goal of the challenge was to collect and compare bin assignment strategies under various metrics of a standard 3x2pt cosmology analysis in a highly idealized setting to establish a baseline for realistically complex follow-up studies; in this preliminary study, we used two sets of cosmological simulations of galaxy redshifts and photometry under a simple noise model neglecting photometric outliers and variation in observing conditions, and contributed algorithms were provided with a representative and complete training set. We review and evaluate the entries to the challenge, finding that even from this limited photometry information, multiple algorithms can separate tomographic bins reasonably well, reaching figures-of-merit scores close to the attainable maximum. We further find that adding the g band to riz photometry improves metric performance by ~15% and that the optimal bin assignment strategy depends strongly on the science case: which figure-of-merit is to be optimized, and which observables (clustering, lensing, or both) are included.
Cite
@article{arxiv.2108.13418,
title = {The LSST-DESC 3x2pt Tomography Optimization Challenge},
author = {Joe Zuntz and François Lanusse and Alex I. Malz and Angus H. Wright and Anže Slosar and Bela Abolfathi and David Alonso and Abby Bault and Clécio R. Bom and Massimo Brescia and Adam Broussard and Jean-Eric Campagne and Stefano Cavuoti and Eduardo S. Cypriano and Bernardo M. O. Fraga and Eric Gawiser and Elizabeth J. Gonzalez and Dylan Green and Peter Hatfield and Kartheik Iyer and David Kirkby and Andrina Nicola and Erfan Nourbakhsh and Andy Park and Gabriel Teixeira and Katrin Heitmann and Eve Kovacs and Yao-Yuan Mao},
journal= {arXiv preprint arXiv:2108.13418},
year = {2021}
}
Comments
30 pages (incl. 12 in appendix), 12 figures. Version accepted for publication in the Open Journal of Astrophysics