Combining cosmic shear data with correlated photo-z uncertainties: constraints from DESY1 and HSC-DR1
Journal of Cosmology and Astroparticle Physics IOP Publishing (2023)
Authors:
Carlos Garcia-Garcia, David Alonso, Pedro Ferreira, Boryana Hadzhiyska, Andrina Nicola, Carles Sanchez, Anze Slosar
Abstract:
An accurate calibration of the source redshift distribution p(z) is a key aspect
in the analysis of cosmic shear data. This, one way or another, requires the use of spectroscopic or high-quality photometric samples. However, the difficulty to obtain colour-complete
spectroscopic samples matching the depth of weak lensing catalogs means that the analyses
of different cosmic shear datasets often use the same samples for redshift calibration. This
introduces a source of statistical and systematic uncertainty that is highly correlated across
different weak lensing datasets, and which must be accurately characterised and propagated
in order to obtain robust cosmological constraints from their combination. In this paper we
introduce a method to quantify and propagate the uncertainties on the source redshift distribution in two different surveys sharing the same calibrating sample. The method is based
on an approximate analytical marginalisation of the p(z) statistical uncertainties and the
correlated marginalisation of residual systematics. We apply this method to the combined
analysis of cosmic shear data from the DESY1 data release and the HSC-DR1 data, using the
COSMOS 30-band catalog as a common redshift calibration sample. We find that, although
there is significant correlation in the uncertainties on the redshift distributions of both samples, this does not change the final constraints on cosmological parameters significantly. The
same is true also for the impact of residual systematic uncertainties from the errors in the
COSMOS 30-band photometric redshifts. Additionally, we show that these effects will still
be negligible in Stage-IV datasets. Finally, the combination of DESY1 and HSC-DR1 allows
us to constrain the “clumpiness” parameter to S8 = 0.768+0.021
−0.017. This corresponds to a ∼
√
2
improvement in uncertainties with respect to either DES or HSC alone.