论文标题

儿童+Viking-450:通过自组织地图进行红移校准的改进的宇宙参数约束

KiDS+VIKING-450: Improved cosmological parameter constraints from redshift calibration with self-organising maps

论文作者

Wright, Angus H., Hildebrandt, Hendrik, Busch, Jan Luca van den, Heymans, Catherine, Joachimi, Benjamin, Kannawadi, Arun, Kuijken, Konrad

论文摘要

我们提出了针对儿童+Viking-450宇宙剪切数据集(KV450)的更新的宇宙学约束,并使用红移分布和使用自组织图(SOMS)定义的光度样品进行了估算。我们的基准分析发现$ S_8 \equivσ_8\ sqrt {ω_ {\ rm m} /0.3} = 0.716^{+0.043} _ { - 0.038} $;比使用此数据集($ |ΔS_8| = 0.023 $)小于但与以前相一致的工作。我们分析了以三种方式构建的其他样品和红移分布:在红移校准期间不包括某些光谱调查,不包括红移校准中的较低信心光谱红移,仅考虑至少由三个光谱元素校准的光源。在所有情况下,这里使用的方法证明了强大的:我们发现与$ |ΔS_8|的基准分析的最大偏差| \ leq 0.011 $用于使用我们的SOM定义和分析的所有样本。为了证明在我们的分析中发现的系统偏见的减少,我们在执行红移校准的情况下强调了我们的结果,而无需Deep2光谱数据集。在这种情况下,我们发现$ s_8 = 0.707 _ { - 0.042}^{+0.046} $的边际后验约束;关于信托的差异既明显小于与以前的工作相反的方向相反的方向。这些结果表明,我们改进的宇宙学参数估计值对用于直接红移校准的光度法源对病理陈述不敏感,因此,这种系统效应不能对观察到的$ S_8 $估计值之间的差异负责,$ S_8 $估计值是KV450和PLANCK CMB CMB探测器。

We present updated cosmological constraints for the KiDS+VIKING-450 cosmic shear data set (KV450), estimated using redshift distributions and photometric samples defined using self-organising maps (SOMs). Our fiducial analysis finds marginal posterior constraints of $S_8\equivσ_8\sqrt{Ω_{\rm m}/0.3}=0.716^{+0.043}_{-0.038}$; smaller than, but otherwise consistent with, previous work using this data set ($|ΔS_8| = 0.023$). We analyse additional samples and redshift distributions constructed in three ways: excluding certain spectroscopic surveys during redshift calibration, excluding lower-confidence spectroscopic redshifts in redshift calibration, and considering only photometric sources which are jointly calibrated by at least three spectroscopic surveys. In all cases, the method utilised here proves robust: we find a maximal deviation from our fiducial analysis of $|ΔS_8| \leq 0.011$ for all samples defined and analysed using our SOM. To demonstrate the reduction in systematic biases found within our analysis, we highlight our results when performing redshift calibration without the DEEP2 spectroscopic data set. In this case we find marginal posterior constraints of $S_8=0.707_{-0.042}^{+0.046}$; a difference with respect to the fiducial that is both significantly smaller than, and in the opposite direction to, the equivalent shift from previous work. These results suggest that our improved cosmological parameter estimates are insensitive to pathological misrepresentation of photometric sources by the spectroscopy used for direct redshift calibration, and therefore that this systematic effect cannot be responsible for the observed difference between $S_8$ estimates made with KV450 and Planck CMB probes.

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