论文标题
儿童公平校准:统一剪切和红移校准与技能多波段图像模拟
KiDS-Legacy calibration: unifying shear and redshift calibration with the SKiLLS multi-band image simulations
论文作者
论文摘要
我们提出技能,这是一套多频段图像模拟的套件,用于对完整的Kilo-Degree调查(儿童)的弱透镜分析,称为儿童法律分析。由此产生的目录可以实现关节剪切和红移校准,从而增强了现实主义,从而在先前的努力中进行了准确性。为了创建具有忠实特性的大量模拟星系,并具有足够的深度,我们将宇宙学模拟与高质量的成像观测值集成在一起。我们还通过允许点扩散函数(PSF)在CCD图像之间有所不同,从而改善了模拟图像的现实主义,包括恒星密度变化和点之间的噪声水平变化。使用逼真的变量剪切场,我们考虑了混合系统在不同的红移中的影响。尽管总体校正很小,但我们发现仅混合可变的剪切模拟中有明显的红移偏置相关性,表明这种高阶混合效应对非平凡的影响。我们还探讨了PSF建模误差的影响,并发现对剪切偏置的影响很小但显着。最后,我们进行了一系列灵敏度测试,包括改变输入星系性能。我们得出的结论是,我们的基准形状测量算法LensFit在与儿童进行镜头分析的要求下非常强大。至于未来的弱透镜调查,我们建议进一步投资,以理解不同红移对混合物的影响,改善PSF建模算法并开发形状测量方法,以使对星系性能较低敏感。
We present SKiLLS, a suite of multi-band image simulations for the weak lensing analysis of the complete Kilo-Degree Survey (KiDS), dubbed KiDS-Legacy analysis. The resulting catalogues enable joint shear and redshift calibration, enhancing the realism and hence accuracy over previous efforts. To create a large volume of simulated galaxies with faithful properties and to a sufficient depth, we integrated cosmological simulations with high-quality imaging observations. We also improved the realism of simulated images by allowing the point spread function (PSF) to differ between CCD images, including stellar density variations and varying noise levels between pointings. Using realistic variable shear fields, we accounted for the impact of blended systems at different redshifts. Although the overall correction is minor, we found a clear redshift-bias correlation in the blending-only variable shear simulations, indicating the non-trivial impact of this higher-order blending effect. We also explored the impact of the PSF modelling errors and found a small yet noticeable effect on the shear bias. Finally, we conducted a series of sensitivity tests, including changing the input galaxy properties. We conclude that our fiducial shape measurement algorithm, lensfit, is robust within the requirements of lensing analyses with KiDS. As for future weak lensing surveys with tighter requirements, we suggest further investments in understanding the impact of blends at different redshifts, improving the PSF modelling algorithm and developing the shape measurement method to be less sensitive to the galaxy properties.