Mitigation of the Brighter-Fatter Effect in the LSST Camera

Alex Broughton; Yousuke Utsumi; Andrés Plazas Malagón; Christopher Waters; Craig Lage; Adam Snyder; Andrew Rasmussen; Stuart Marshall; Jim Chiang; Simona Murgia; Aaron Roodman

arXiv · 2312.03115

Mitigation of the Brighter-Fatter Effect in the LSST Camera

Alex Broughton·Yousuke Utsumi·Andrés Plazas Malagón·Christopher Waters·Craig Lage·Adam Snyder·Andrew Rasmussen·Stuart Marshall·Jim Chiang·Simona Murgia·Aaron Roodman

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Abstract

Thick, fully depleted charge-coupled devices (CCDs) are known to exhibit non-linear behavior at high signal levels due to the dynamic behavior of charges collecting in the potential wells of pixels, called the brighter-fatter effect (BFE). This particularly impacts bright calibration stars, which appear larger than their intrinsic shape, creating a flux-dependent point-spread function (PSF) that if left unmitigated, could make up a large fraction of the error budget in Stage IV weak-lensing (WL) surveys such as the Legacy Survey of Space and Time (LSST). In this paper, we analyze image measurements of flat fields and artificial stars taken at different illumination levels with the LSST Camera (LSSTCam) at SLAC National Accelerator Laboratory in order to quantify this effect in the LSST Camera before and after a previously introduced correction technique. We observe that the BFE evolves anisotropically as a function of flux due to higher-order BFEs, which violates the fundamental assumption of this correction method. We then introduce a new sampling method based on a physically motivated model to account these higher-order terms in the correction, and then we test the modified correction on both datasets. We find that the new method corrects the effect in flat fields better than it corrects the effect in artificial stars which we conclude is the result of a unmodeled curl component of the deflection field by the correction. We use these results to define a new metric for the full-well capacity of our sensors and advise image processing strategies to further limit the impact of the effect on LSST WL science pathways.

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BibTeX RIS

Alex Broughton, Yousuke Utsumi, Andrés Plazas Malagón, Christopher Waters, Craig Lage, Adam Snyder, Andrew Rasmussen, Stuart Marshall, Jim Chiang, Simona Murgia, Aaron Roodman. 2023-12-05. Mitigation of the Brighter-Fatter Effect in the LSST Camera. https://arxiv.org/abs/2312.03115

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