[论文解读] Further support for $S_8$ increasing with effective redshift
该论文在独立的数据集(Artis et al. 2024 与 Qu et al. 2024)上量化了有效红shift下S8趋势的统计显著性,并将其与早期结果结合,指示约3σ的随红移变化的S8信号。
In Adil et al. 2023, we reported an increasing trend in $S_8$ with effective redshift $z_{ extrm{eff}}$ based on $f σ_8(z)$ constraints over the redshift range $0 \lesssim z \lesssim 2$, and predicted that this trend would be observable in independent datasets. Recently, the studies by Artis et al. and the ACT+DESI collaboration appeared, presenting data that aligns with the expected trends. In this letter, we quantify the statistical significance of the increasing $S_8$ trends in recent studies by fitting a linear model to estimate the slope $Δ\,S_8/Δ\, z_{ extrm{eff}}$, and comparing the results to mock simulations. We find probabilities of $p = 0.0163$ and $p = 0.01893$, corresponding to approximately $2.1σ$ for each dataset. Using Fisher's method to combine the independent probabilities, we obtained $p=0.0027$ ($2.8 σ$). When we incorporate our earlier findings, the combined statistical significance reaches between $3σ$ and $3.7σ$. Finally, we discuss how ``scatter" in $σ_8$/$S_8$ constraints from recent DESI full-shape galaxy clustering fits this picture at low statistical significance. This letter continues a series of studies initiated in 2020 that explore redshift-dependent $Λ$CDM parameters as an indication of a breakdown in the standard cosmological model.
研究动机与目标
- Motivate redshift-dependent tests of LambdaCDM parameters to identify potential model breakdowns.
- Quantify the trend of S8 with effective redshift in independent, high-quality datasets.
- Combine results across datasets to assess the overall statistical significance of the trend.
- Discuss implications for cosmology and the robustness of the LambdaCDM framework.
提出的方法
- 对S8与z_eff拟合线性模型,以估计斜率 Delta S8 / Delta z_eff。
- 通过对S8及其误差进行重采样,生成100,000个模拟实现,以计算斜率的原假设分布。
- 从模拟结果为每个数据集计算p值并转换为高斯显著性。
- 使用Fisher方法将独立的p值组合以得到联合显著性。
- 将该趋势与Adil et al. (2023)进行基准比较,并讨论Ω_m演化的含义。
实验结果
研究问题
- RQ1在独立数据集中,S8 是否随有效红移显著增加?
- RQ2每个数据集以及联合分析的估计斜率 Delta S8 / Delta z_eff 是多少?
- RQ3观测到的趋势与Planck-LambdaCDM的预期及潜在系统误差相比如何?
- RQ4是否存在Ω_m随红shift变化的证据,可能伴随S8趋势?
主要发现
- 对于Artis et al. (2024)数据,斜率为 m = 0.18^{+0.08}_{-0.09},大约距恒定S8约2σ。
- 对于Qu et al. (2024)数据,斜率为 m = 0.59^{+0.29}_{-0.28},大约距恒定S8约2.1σ。
- 模拟实现得到Artis et al. (2024)的 p = 0.0163,Qu et al. (2024)的 p = 0.0185,均约为2.1σ显著性。
- Fisher方法将两个独立数据集合并,得到 p = 0.0027(约2.8σ)。
- 将Adil et al. (2023)的结果加入后,总体显著性提升至约3σ至3.7σ之间。
- 综合分析在三组独立数据集中,将随红shift变化的S8趋势大约定位在3σ附近。
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