论文标题

pynkowski的CMB极化强度的Minkowski功能:理论和应用于普朗克和未来数据

Minkowski Functionals of CMB polarisation intensity with Pynkowski: theory and application to Planck and future data

论文作者

Carones, Alessandro, Duque, Javier Carrón, Marinucci, Domenico, Migliaccio, Marina, Vittorio, Nicola

论文摘要

宇宙微波背景(CMB)各向异性的角功率谱是研究宇宙的关键工具。但是,它对非统计各向同性的非高斯和偏差的存在视而不见,而统计各向同性可以用其他统计数据(例如Minkowski功能(MFS))检测到。这些工具已应用于CMB温度和$ e $ mode各向异性,没有发现与高斯和各向同性的偏差。在这项工作中,我们将MFS形式主义扩展到CMB极化强度,$ p^2 = q^2+u^2 $。我们使用高斯运动学公式来得出高斯各向同性场的MF的理论预测。我们开发了一个在$ p^2 $ healpix地图上计算MFS的软件,并将其应用于模拟以验证理论和方法论的鲁棒性。然后,我们从普朗克(Planck)估算了Planck的$ P^2 $地图,无论是在像素空间还是一线域中,它们与包括CMB和仪器噪声残差在内的现实模拟进行了比较。我们发现普朗克CMB极化强度中的高斯或各向同性没有显着偏差。但是,MFS在分析即将提高灵敏度的实验中的CMB极化测量中起重要作用。因此,我们预测将MFS应用于$ p^2 $地图的能力检测到了许多愚蠢的非高斯各向异性信号,而不是使用Planck数据进行两个以后的补充实验:Litebird卫星和地面的Simons观测。我们公开发布该软件以在任意标量healpix地图中计算MFS,作为一个完整的文件,称为$ \ texttt {pynkowski} $(https://github.com/javicarron/pynkowski)。

The angular power spectrum of the Cosmic Microwave Background (CMB) anisotropies is a key tool to study the Universe. However, it is blind to the presence of non--Gaussianities and deviations from statistical isotropy, which instead can be detected with other statistics such as Minkowski Functionals (MFs). These tools have been applied to CMB temperature and $E$-mode anisotropies with no detection of deviations from Gaussianity and isotropy. In this work, we extend the MFs formalism to the CMB polarisation intensity, $P^2=Q^2+U^2$. We use the Gaussian Kinematic Formula to derive the theoretical predictions of MFs for Gaussian isotropic fields. We develop a software that computes MFs on $P^2$ HEALPix maps and apply it to simulations to verify the robustness of both theory and methodology. We then estimate MFs of $P^2$ maps from Planck, both in pixel space and needlet domain, comparing them with realistic simulations which include CMB and instrumental noise residuals. We find no significant deviations from Gaussianity or isotropy in Planck CMB polarisation intensity. However, MFs could play an important role in the analysis of CMB polarisation measurements from upcoming experiments with improved sensitivity. Therefore we forecast the ability of MFs applied to $P^2$ maps to detect much fainter non-Gaussian anisotropic signals than with Planck data for two future complementary experiments: the LiteBIRD satellite and the ground-based Simons Observatory. We publicly release the software to compute MFs in arbitrary scalar HEALPix maps as a fully-documented Python package called $\texttt{Pynkowski}$ (https://github.com/javicarron/pynkowski).

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