Model-agnostic Cosmological Inference with SDSS-IV eBOSS: Simultaneous Probing for the Background and Perturbed Universe

Purba Mukherjee and Anjan A Sen
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Abstract

Here, we explore certain subtle features imprinted in data from the completed Sloan Digital Sky Survey IV (SDSS-IV) extended Baryon Oscillation Spectroscopic Survey (eBOSS) as a combined probe for the background and perturbed universe. We reconstruct the baryon acoustic oscillation and redshift space distortion observables as functions of redshift, using measurements from SDSS alone. We apply the multi-task Gaussian process framework to model the interdependencies of cosmological observables DM(z)/rd, DH(z)/rd, and fσ8(z), and track their evolution across different redshifts. Subsequently, we obtain a constrained three-dimensional phase space containing DM(z)/rd, DH(z)/rd, and fσ8(z) at different redshifts probed by the SDSS-IV eBOSS survey. Furthermore, assuming the Λ-cold dark matter (ΛCDM) model, we obtain constraints on model parameters Ωm, H0rd, σ8, and S8 at each redshift probed by SDSS-IV eBOSS. This indicates redshift-dependent trends in H0, Ωm, σ8, and S8 in the ΛCDM model, suggesting a possible inconsistency in the ΛCDM model. Ours is a template for model-independent extraction of information for both a background and perturbed universe using a single galaxy survey, taking into account all the existing correlations between background and perturbed observables and this can be easily extended to future DESI-3YR as well as Euclid results.
用SDSS-IV eBOSS进行模型不可知论的宇宙学推断:同时探测背景和扰动宇宙
在这里,我们探索了已经完成的斯隆数字巡天IV (SDSS-IV)扩展重子振荡光谱巡天(eBOSS)数据中的某些微妙特征,作为背景和扰动宇宙的联合探测。我们重建重子声学振荡和红移空间畸变观测作为红移的函数,仅使用SDSS测量。我们应用多任务高斯过程框架对宇宙观测值DM(z)/rd、DH(z)/rd和fσ8(z)的相互依赖性进行建模,并跟踪它们在不同红移中的演化。随后,我们得到了SDSS-IV eBOSS巡天探测到的不同红移下DM(z)/rd、DH(z)/rd和fσ8(z)的约束三维相空间。此外,假设Λ-cold暗物质(ΛCDM)模型,我们得到了SDSS-IV eBOSS探测到的每个红移时模型参数Ωm、H0rd、σ8和S8的约束条件。这表明ΛCDM模型中H0、Ωm、σ8和S8的红移依赖趋势,表明ΛCDM模型可能不一致。我们的研究是一个模板,用于使用单个星系调查来独立于模型提取背景和扰动宇宙的信息,考虑到背景和扰动观测之间所有现有的相关性,这可以很容易地扩展到未来的DESI-3YR以及欧几里得结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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