弱引力透镜研究中物体探测偏差的解释

H. Hoekstra, A. Kannawadi, T. Kitching
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引用次数: 5

摘要

如果能够精确测量遥远星系形状的表观排列,大尺度结构的弱透镜效应将是一个强有力的宇宙学探测。因此,大多数研究都集中在提高形状测量本身的保真度上,但在很大程度上忽略了前面的目标检测步骤。在本文中,我们研究了物体检测对欧几里得调查的影响,并表明它导致的偏差超过了下一代宇宙剪切调查的要求。在现实情况下,星系的混合是探测偏差的重要来源。我们发现MetaDetection能够解释混合,导致满足第四阶段调查要求的平均乘法偏差,提供了一个足够准确的点扩展函数模型。需要进一步的工作来估计实际调查的效果。结合足够逼真的图像模拟,这为第四阶段测量的准确剪切估计提供了可行的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Accounting for object detection bias in weak gravitational lensing studies
Weak lensing by large-scale structure is a powerful probe of cosmology if the apparent alignments in the shapes of distant galaxies can be accurately measured. Most studies have therefore focused on improving the fidelity of the shape measurements themselves, but the preceding step of object detection has been largely ignored. In this paper we study the impact of object detection for a Euclid-like survey and show that it leads to biases that exceed requirements for the next generation of cosmic shear surveys. In realistic scenarios, blending of galaxies is an important source of detection bias. We find that MetaDetection is able to account for blending, leading to average multiplicative biases that meet requirements for Stage IV surveys, provided a sufficiently accurate model for the point spread function is available. Further work is needed to estimate the performance for actual surveys. Combined with sufficiently realistic image simulations, this provides a viable way forward towards accurate shear estimates for Stage IV surveys.
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