论文标题
21厘米前景和两极分化泄漏:清洁和缓解策略的用户指南
21cm foregrounds and polarization leakage: a user's guide on cleaning and mitigation strategies
论文作者
论文摘要
HI强度映射的成功在很大程度上取决于如何控制21厘米前景污染。为了进一步发展我们的理解,我们提供了来自四个不同$ \ sim3000 $ \,deg $^2 $天空区域的一系列模拟前景数据,并且具有极化泄漏的影响。将它们与潜在的宇宙学HI模拟相结合,创建了一系列需要不同前景处理的单次强度映射测试用例。这使我们能够对迄今为止的21厘米前景进行一项最概括的研究及其在解剖后时代的清洁技术。我们首先对最常用的盲目前景清除技术(PCA/SVD,FastICA,GMCA)提供教学评论。我们还试用了一种非盲参数拟合技术,并讨论了方法的潜在杂交。我们强调了这些技术中的相似性和差异,发现盲方法产生的结果几乎相同,我们解释了这一点的基本原因。模拟允许对所得的清洁数据进行精确分解,并分析了前景残差的贡献。我们的结果表明,极化前景残差通常应在小尺度上对HI($ k \ gtrsim0.1 \,h \,\ text {mpc}^{ - 1} $)。但是,在较大的尺度上,结果更多地取决于区域。在某些情况下,侵略性清洁会严重潮湿的HI功率,但仍然留下主导的前景残留物。我们还证明了与光学星系调查的互相关的增益,其中可以规避残留的前景的极高水平。但是,这些残留物仍会导致错误,我们讨论了过度和不足之间的最佳平衡。
The success of HI intensity mapping is largely dependent on how well 21cm foreground contamination can be controlled. In order to progress our understanding further, we present a range of simulated foreground data from four different $\sim3000$\,deg$^2$ sky regions, with and without effects from polarization leakage. Combining these with underlying cosmological HI simulations creates a range of single-dish intensity mapping test cases that require different foreground treatments. This allows us to conduct the most generalized study to date into 21cm foregrounds and their cleaning techniques for the post-reionization era. We first provide a pedagogical review of the most commonly used blind foreground removal techniques (PCA/SVD, FASTICA, GMCA). We also trial a non-blind parametric fitting technique and discuss potential hybridization of methods. We highlight the similarities and differences in these techniques finding that the blind methods produce near equivalent results, and we explain the fundamental reasons for this. The simulations allow an exact decomposition of the resulting cleaned data and we analyse the contribution from foreground residuals. Our results demonstrate that polarized foreground residuals should be generally subdominant to HI on small scales ($k\gtrsim0.1\,h\,\text{Mpc}^{-1}$). However, on larger scales, results are more region dependent. In some cases, aggressive cleans severely damp HI power but still leave dominant foreground residuals. We also demonstrate the gain from cross-correlations with optical galaxy surveys, where extreme levels of residual foregrounds can be circumvented. However, these residuals still contribute to errors and we discuss the optimal balance between over- and under-cleaning.