论文标题

$ z \ geq5.0 $ lyman- $α$和lyman- $β$传输的类星体排放重建技术的比较

A comparison of quasar emission reconstruction techniques for $z\geq5.0$ Lyman-$α$ and Lyman-$β$ transmission

论文作者

Bosman, S. E. I., Ďurovčíková, D., Davies, F. B., Eilers, A. C.

论文摘要

固有的类星体连续图的重建技术对于lyman-$ lyman-$α$(ly-$α$)和lyman-$β$(ly-$β$)的传输至关重要,其中$ z> 5.0 $,其中$λ<1215 a $ quasars的排放量几乎完全被吸收。尽管在理论上,光谱观测的数量和质量已经足以量化$ 5.0 <z <6.0 $的ly-$α$传输,比$ 1 \%$更好,但由于预测未吸收的连续体而引起的偏见和不确定性是相同水平的。在本文中,我们在$ 2.7 <z <z <3.5 $ quasars的统一测试样本上系统地评估了八种重建技术。这些方法包括使用直接投影,组件拟合或神经网络进行权重映射的秘密外推,邻居的堆叠以及六个主体组件分析(PCA)的六种变体。我们发现,Power-Law Revonstructions和PCA的组件最少,培训样本最小的培训样本显示了Ly-$α$ Forest(分别为$ -9.58 \%/+8.22 \%$)中最大的偏见。幂律外推的散布比以前假设的$+13.1 \%/-13.2 \%$胜过ly- $ a $,$+19.9 \%/-20.1 \%\%$ yy- $β$。我们介绍了两个新的PCA,可实现最佳当前精度为$ 9 $ $ $α$的$ 9 $ $ $ $ $ $ $ $ $β$。在考虑波长依赖性偏差之后,我们将八种技术应用于$ z> 5.7 $的样本$ 19 $ quasars,使用IR X-Shooter Spectroscopicy,以$ 4.7 <z <z <6.3 $获得平均磁通变速器的特征良好的测量。我们的结果证明了测试的重要性,并且在相关的情况下,以系统的方式进行了连续重建技术。

Reconstruction techniques for intrinsic quasar continua are crucial for the precision study of Lyman-$α$ (Ly-$α$) and Lyman-$β$ (Ly-$β$) transmission at $z>5.0$, where the $λ<1215 A$ emission of quasars is nearly completely absorbed. While the number and quality of spectroscopic observations has become theoretically sufficient to quantify Ly-$α$ transmission at $5.0<z<6.0$ to better than $1\%$, the biases and uncertainties arising from predicting the unabsorbed continuum are not known to the same level. In this paper, we systematically evaluate eight reconstruction techniques on a unified testing sample of $2.7<z<3.5$ quasars drawn from eBOSS. The methods include power-law extrapolation, stacking of neighbours, and six variants of Principal Component Analysis (PCA) using direct projection, fitting of components, or neural networks to perform weight mapping. We find that power-law reconstructions and the PCA with fewest components and smallest training sample display the largest biases in the Ly-$α$ forest ($-9.58\%/+8.22\%$ respectively). Power-law extrapolations have larger scatters than previously assumed of $+13.1\%/-13.2\%$ over Ly-$α$ and $+19.9\%/-20.1\%$ over Ly-$β$. We present two new PCAs which achieve the best current accuracies of $9\%$ for Ly-$α$ and $17\%$ for Ly-$β$. We apply the eight techniques after accounting for wavelength-dependent biases and scatter to a sample $19$ quasars at $z>5.7$ with IR X-Shooter spectroscopy, obtaining well-characterised measurements for the mean flux transmission at $4.7<z<6.3$. Our results demonstrate the importance of testing and, when relevant, training, continuum reconstruction techniques in a systematic way.

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