论文标题

强镜星系的光度红移估计

Photometric redshift estimation of strongly lensed galaxies

论文作者

Langeroodi, Danial, Sonnenfeld, Alessandro, Hoekstra, Henk, Agnello, Adriano

论文摘要

预计将使用Euclid和LSST发现大约$ 10^5 $强烈的镜头星系。利用这些大样品研究晶状体星系的内部结构需要源红移,将晶状体模型变成质量测量。但是,获得大型晶状体样品的光谱源红移,具有光谱设施的能力。另外,我们研究了大镜头样品获得源光度红移(Photo-Z)的可能性。我们的策略包括通过同时在所有可用的光度带中对镜头和背景源进行建模,并将派生的源颜色馈送到模板拟合的Photo-Z算法中,从而脱核源和镜头光。我们描述具有刻有刻度曲线的镜头和源光,以及带有奇异等温椭圆形的镜头质量。我们在模拟和真实的镜片样本上测试了我们的方法,均以超级胶卷调查的广泛波段光度法进行测试。我们将镜头光与镜片轮廓的偏差确定为镜头和源图像之间的对比度,这是源颜色测量误差的主要驱动因素。我们根据镜头的比率$λ$与在图像位置测量的源表面亮度进行分配。在$λ<1 $ $的制度中,Photo-Z离群分数为$ 20 \%$,并且Photo-Z估计的准确性受模板拟合过程的性能限制。在相反的制度中,Photo-Z离群值分数为$ 75 \%$,源颜色测量的错误主导了Photo-Z的不确定性。与孤立的星系相比,用$λ<1 $的镜头测量源照片-Z没有特别的挑战。但是,对于具有严重镜头污染的系统,需要改善镜头表面亮度分布的描述:单个刻有模型不够精确。

Around $10^5$ strongly lensed galaxies are expected to be discovered with Euclid and the LSST. Utilising these large samples to study the inner structure of lens galaxies requires source redshifts, to turn lens models into mass measurements. However, obtaining spectroscopic source redshifts for large lens samples is prohibitive with the capacity of spectroscopic facilities. Alternatively, we study the possibility of obtaining source photometric redshifts (photo-zs) for large lens samples. Our strategy consists of deblending the source and lens light by simultaneously modelling the lens and background source in all available photometric bands, and feeding the derived source colours to a template-fitting photo-z algorithm. We describe the lens and source light with a Sersic profile, and the lens mass with a Singular Isothermal Ellipsoid. We test our approach on a simulated and a real sample of lenses, both in broad-band photometry of the Hyper Suprime-Cam survey. We identify the deviations of the lens light from a Sersic profile and the contrast between the lens and source image as the main drivers of the source colour measurement error. We split the real sample based on the ratio $Λ$ of the lens to source surface brightness measured at the image locations. In the $Λ<1$ regime, the photo-z outlier fraction is $20\%$, and the accuracy of photo-z estimation is limited by the performance of template-fitting process. In the opposite regime, the photo-z outlier fraction is $75\%$, and the errors from the source colour measurements dominate the photo-z uncertainty. Measuring source photo-zs for lenses with $Λ<1$ poses no particular challenges, compared to isolated galaxies. For systems with significant lens light contamination, however, improving the description of the surface brightness distribution of the lens is required: a single Sersic model is not sufficiently accurate.

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