论文标题

准确的CMB协方差矩阵:精确的计算和近似值

Accurate CMB covariance matrices: exact calculation and approximations

论文作者

Camphuis, Étienne, Benabed, Karim, Galli, Silvia, Hivon, Éric, Lilley, Marc

论文摘要

从伪动力频谱估计器中对宇宙学参数进行可靠的估计,需要准确的协方差矩阵。在这项工作中,我们专注于协方差矩阵的分析计算。我们考虑了在小足迹上观察到宇宙微波背景和极化的情况,例如在SPT-3G实验中,观察到天空的4%。预计在小脚印上评估的功率谱将在模式之间具有较大的相关性,并且需要对其进行准确的建模。我们首次提出了一种算法,该算法允许对分析协方差矩阵进行有效的(但计算昂贵)的精确计算。将其作为参考,我们测试了协方差矩阵现有快速近似值的准确性。我们发现,当功率谱以宽带能力汇合时,当前的方法在SPT-3G小型天空足迹上的水平正确至5%。此外,我们提出了一种新的近似值,该近似值比以前的近似值在宽带的情况下达到1%的精度,并且通常是当前方法的准确性4倍以上。最后,我们得出了由Polspice代码估算的掩模校正功率光谱的协方差矩阵。特别是,在小型天空分数的情况下,我们包括大规模模式的暂停效果。虽然我们考虑了CMB的特定情况,但我们的结果适用于任何其他宇宙学探测器,该探针需要计算伪动力频谱协方差矩阵。

Accurate covariance matrices are required for a reliable estimation of cosmological parameters from pseudo-power spectrum estimators. In this work, we focus on the analytical calculation of covariance matrices. We consider the case of observations of the Cosmic Microwave Background in temperature and polarization on a small footprint such as in the SPT-3G experiment, which observes 4% of the sky. Power spectra evaluated on small footprints are expected to have large correlations between modes, and these need to be accurately modelled. We present, for the first time, an algorithm that allows an efficient (but computationally expensive) exact calculation of analytic covariance matrices. Using it as our reference, we test the accuracy of existing fast approximations of the covariance matrix. We find that, when the power spectrum is binned in wide bandpowers, current approaches are correct up to the 5% level on the SPT-3G small sky footprint. Furthermore, we propose a new approximation which improves over the previous ones reaching a precision of 1% in the wide bandpowers case and generally more than 4 times more accurate than current approaches. Finally, we derive the covariance matrices for mask-corrected power spectra estimated by the PolSpice code. In particular, we include, in the case of a small sky fraction, the effect of the apodization of the large scale modes. While we considered the specific case of the CMB, our results are applicable to any other cosmological probe which requires the calculation of pseudo-power spectrum covariance matrices.

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