地图级重子化:弱透镜和热苏尼耶夫-泽尔多维奇场中高阶相关性的高效建模

Dhayaa Anbajagane, Shivam Pandey, Chihway Chang
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摘要

半解析方法可以从N体模拟中生成重子校正场("重子化"),并迅速成为模拟非线性尺度结构形成的普遍工具。我们将这一形式主义扩展到直接对全天空的弱透镜和热苏亚耶夫-泽尔多维奇(tSZ)场进行持续建模,重点是高阶相关性。我们使用自阶矩和交叉N阶矩($N \ in \{2, 3, 4\}$ )作为透镜场和tSZ场的汇总统计量,并证明我们的模型可以在测量不确定度范围内,同时拟合在IllustrisTNG中测量到的这些统计量,适用于$\gtrsim 1 {\rm Mpc}$以上的尺度以及多移位。当包括来自二级光环属性的额外信息时,比如光环集中度和椭圆度,模型预测的变化很小。基于ULAGAM模拟套件的模拟预测表明,从当前和即将进行的透镜和tSZ测量中测得的所有矩的组合,可以共同对宇宙学和重子进行高精度的约束。透镜场和 tSZ 场对重子统一参数的不同组合非常敏感,其退行方向往往是正交的,两个场的结合可以显著提高对宇宙学和天体物理学的约束。我们的图层重子化管道可在https://github.com/DhayaaAnbajagane/Baryonification 上公开获取。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Map-level baryonification: Efficient modelling of higher-order correlations in the weak lensing and thermal Sunyaev-Zeldovich fields
Semi-analytic methods can generate baryon-corrected fields from N-body simulations (``baryonification'') and are rapidly becoming a ubiquitous tool in modeling structure formation on non-linear scales. We extend this formalism to consistently model the weak lensing and thermal Sunyaev-Zeldovich (tSZ) fields directly on the full-sky, with an emphasis on higher-order correlations. We use the auto- and cross- $N$th-order moments, with $N \in \{2, 3, 4\}$, as a summary statistic of the lensing and tSZ fields, and show that our model can jointly fit these statistics measured in IllustrisTNG to within measurement uncertainties, for scales above $\gtrsim 1 {\rm Mpc}$ and across multiple redshifts. The model predictions change only minimally when including additional information from secondary halo properties, such as halo concentration and ellipticity. Each individual moment is dependent on halos of different mass ranges and has different sensitivities to the model parameters. A simulation-based forecast on the ULAGAM simulation suite shows that the combination of all moments, measured from current and upcoming lensing and tSZ surveys, can jointly constrain cosmology and baryons to high precision. The lensing and tSZ field are sensitive to different combinations of the baryonification parameters, with degeneracy directions that are often orthogonal, and the combination of the two fields leads to significantly better constraints on both cosmology and astrophysics. Our pipeline for map-level baryonification is publicly available at https://github.com/DhayaaAnbajagane/Baryonification.
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