A general framework for removing point-spread function additive systematics in cosmological weak lensing analysis

• Published in: Monthly notices of the Royal Astronomical Society Vol. 525; no. 2; pp. 2441 - 2471
• Main Authors: Zhang, Tianqing, Li, Xiangchong, Dalal, Roohi, Mandelbaum, Rachel, Strauss, Michael A, Kannawadi, Arun, Miyatake, Hironao, Nicola, Andrina, Malagón, Andrés A Plazas, Shirasaki, Masato, Sugiyama, Sunao, Takada, Masahiro, More, Surhud
• Format: Journal Article
• Language: English
• Published: United States Oxford University Press 01.10.2023
• Subjects: ASTRONOMY AND ASTROPHYSICS; gravitational lensing: weak; methods: data analysis; PHYSICS OF ELEMENTARY PARTICLES AND FIELDS; gravitational lensing: weak; methods: data analysis
• ISSN: 0035-8711; 1365-2966
• DOI: 10.1093/mnras/stad1801

ABSTRACT Cosmological weak lensing measurements rely on a precise measurement of the shear two-point correlation function (2PCF) along with a deep understanding of systematics that affect it. In this work, we demonstrate a general framework for detecting and modelling the impact of PSF systematics on the cosmic shear 2PCF and mitigating its impact on cosmological analysis. Our framework can detect PSF leakage and modelling error from all spin-2 quantities contributed by the PSF second and higher moments, rather than just the second moments, using the cross-correlations between galaxy shapes and PSF moments. We interpret null tests using the HSC Year 3 (Y3) catalogs with this formalism and find that leakage from the spin-2 combination of PSF fourth moments is the leading contributor to additive shear systematics, with total contamination that is an order-of-magnitude higher than that contributed by PSF second moments alone. We conducted a mock cosmic shear analysis for HSC Y3 and find that, if uncorrected, PSF systematics can bias the cosmological parameters Ωm and S8 by ∼0.3σ. The traditional second moment-based model can only correct for a 0.1σ bias, leaving the contamination largely uncorrected. We conclude it is necessary to model both PSF second and fourth moment contaminations for HSC Y3 cosmic shear analysis. We also reanalyse the HSC Y1 cosmic shear analysis with our updated systematics model and identify a 0.07σ bias on Ωm when using the more restricted second moment model from the original analysis. We demonstrate how to self-consistently use the method in both real space and Fourier space, assess shear systematics in tomographic bins, and test for PSF model overfitting.