Bright Star Subtraction Pipeline for LSST: Phase one report

Amir E. Bazkiaei, Lee S. Kelvin, Sarah Brough, Simon J. O'Toole, Aaron Watkins, Morgan A. Schmitz
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Abstract

We present the phase one report of the Bright Star Subtraction (BSS) pipeline for the Vera C. Rubin Observatory's Legacy Survey of Space and Time (LSST). This pipeline is designed to create an extended PSF model by utilizing observed stars, followed by subtracting this model from the bright stars present in LSST data. Running the pipeline on Hyper Suprime-Cam (HSC) data shows a correlation between the shape of the extended PSF model and the position of the detector within the camera's focal plane. Specifically, detectors positioned closer to the focal plane's edge exhibit reduced circular symmetry in the extended PSF model. To mitigate this effect, we present an algorithm that enables users to account for the location dependency of the model. Our analysis also indicates that the choice of normalization annulus is crucial for modeling the extended PSF. Smaller annuli can exclude stars due to overlap with saturated regions, while larger annuli may compromise data quality because of lower signal-to-noise ratios. This makes finding the optimal annulus size a challenging but essential task for the BSS pipeline. Applying the BSS pipeline to HSC exposures allows for the subtraction of, on average, 100 to 700 stars brighter than 12th magnitude measured in g-band across a full exposure, with a full HSC exposure comprising ~100 detectors.
用于 LSST 的亮星减法管道:第一阶段报告
我们提交了维拉-C-鲁宾天文台的时空遗留巡天(LSST)亮星减法(BSS)管道的第一阶段报告。该管道旨在利用观测到的恒星创建一个扩展的PSF模型,然后从LSST数据中存在的亮星中减去该模型。在 Hyper Suprime-Cam (HSC) 数据上运行该管道后发现,扩展 PSF 模型的形状与探测器在照相机焦平面内的位置存在相关性。具体来说,距离焦平面边缘较近的探测器在扩展 PSF 模型中表现出较低的圆形对称性。为了减轻这种影响,我们提出了一种算法,使用户能够考虑到模型的位置依赖性。我们的分析还表明,归一化环的选择对于扩展 PSF 的建模至关重要。较小的环可能会因为与饱和区域重叠而排除恒星,而较大的环可能会因为较低的信噪比而影响数据质量。这就使得寻找最佳环面尺寸成为 BSS 管道的一项艰巨但又必不可少的任务。将 BSS 管道应用于 HSC 曝光,可以在一次完整的曝光中平均减去 100 到 700 颗比 g 波段测量的 12 等亮的恒星,而一次完整的 HSC 曝光包括大约 100 个探测器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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