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arXiv 2111.03073astro-ph.GA
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通过高z类星体的最优选择为Euclid和JWST铺平道路

Paving the Way for Euclid and JWST via Optimal Selection of High-z Quasars

Riccardo Nanni, Joseph F. Hennawi, Feige Wang, Jinyi Yang, Jan-Torge Schindler, Xiaohui Fan

摘要:

本文介绍了一种基于光学和近红外测光的高维空间密度估计的概率方法来选择6<z<8类星体进行光谱跟踪。密度分布被建模为高斯混合物,并使用极端反卷积(XD)技术对误差进行了原则性的解释,推广了一种成功用于选择较低红移(z<3)类星体的方法。我们训练733,694 7-d通量测量的污染物的概率密度,这些测量来自DECaLS(z),VIKING(YJHK)和unWISE(W1 W2)成像调查的1076平方度重叠区域,在要求他们放弃DECaLS g和r之后,而高z类星体的分布则在合成模型测光上训练。基于这些密度分布和目前对类星体光度函数的估计进行的大量模拟表明,该方法在选择6<z<8且J<21.5的类星体时实现了>75%的完整性和>15%的效率。在已分类的源中有8个已知的6<z<7类星体,其中2/8被选中,表明完整性约为25%,而将6个已知的类星体分类为6个类星体。(J<21.5)z>7的类星体,我们选择5/6或~ 80%的完整性。未能选择6<z<的大多数7类星体的出现是因为我们的类星体SEDs模型低估了通量分布中的散射。这种新的选择类星体的最佳方法为地面望远镜和JWST有效地光谱跟踪欧几里得类星体候选者铺平了道路。

英文摘要:

We introduce a probabilistic approach to select 6<z<8 quasar candidates for spectroscopic follow-up, which is based on density estimation in the high-dimensional space inhabited by the optical and near-infrared photometry. Density distributions are modeled as Gaussian mixtures with principled accounting of errors using the extreme deconvolution (XD) technique, generalizing an approach successfully used to select lower redshift (z<3) quasars. We train the probability density of contaminants on 733,694 7-d flux measurements from the 1076 square degrees overlapping area from the DECaLS (z), VIKING (YJHK), and unWISE (W1W2) imaging surveys, after requiring they dropout of DECaLS g and r, whereas the distribution of high-z quasars are trained on synthetic model photometry. Extensive simulations based on these density distributions and current estimates of the quasar luminosity function indicate that this method achieves a completeness of >75% and an efficiency of >15% for selecting quasars at 6<z<8 with J<21.5. Among the classified sources are 8 known 6<z<7 quasars, of which 2/8 are selected suggesting a completeness ~25%, whereas classifying the 6 known (J<21.5) quasars at z>7 from the entire sky, we select 5/6 or a completeness of ~80%.The failure to select the majority of 6<z<7 quasars arises because our model of quasar SEDs underestimates the scatter in the distribution of fluxes. This new optimal approach to quasar selection paves the way for efficient spectroscopic follow-up of Euclid quasar candidates with ground based telescopes and JWST.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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