论文标题

在低频阵列获得的21 cm信号功率光谱中的过度差异原因的统计分析

Statistical analysis of the causes of excess variance in the 21 cm signal power spectra obtained with the Low-Frequency Array

论文作者

Gan, H., Koopmans, L. V. E, Mertens, F. G., Mevius, M., Offringa, A. R., Ciardi, B., Gehlot, B. K., Ghara, R., Ghosh, A., Giri, S. K., Iliev, I. T., Mellema, G., Pandey, V. N., Zaroubi, S.

论文摘要

由于明亮的前景源,射频干扰(RFI),电离层和工具效应,从电离时期(EOR)的中性氢的21 cm信号检测到了具有挑战性。即使在校准步骤中校正了这些效果并应用前景去除技术之后,观察到的21 cm功率光谱中的其余残差仍在热噪声上方,这被称为“过剩方差”。我们研究了基于低频阵列(Lofar)获得的13晚数据的潜在原因。我们通过将相关参数(例如随时间或频率的增益差异,局部恒星时间(LST),衍射量表以及相结构 - 功能 - 功能 - 功能功能斜率与多余方差水平相关联,我们专注于增益误差,天空模型和电离层对过度方差的影响。我们的分析表明,多余的差异具有LST依赖性,这与天空的力量有关。来自明亮来源的模拟Stokes I功率谱和多余的方差显示出LST的相似进展,最小功率出现在LST BIN 6H至9H处。该LST依赖性也存在于观测值的残留stokes I的天空图像中。在非常宽的天空图像中,我们证明了额外的功率完全来自带有阵列光束图案的明亮和遥远源的Cassiopeia a和Cygnus a的方向。这些结果表明,21 cm信号功率光谱中的过度差异水平与天空效应有关,因此取决于LST。特别是,诸如Cassiopeia a和Cygnus A之类的非常明亮和遥远的来源可以主导效果。这与较早的研究一致,并为解决方案提供了前进的途径,因为与天空相关的效果与多余方差之间的相关性是不可忽略的。

The detection of the 21 cm signal of neutral hydrogen from the Epoch of Reionization (EoR) is challenging due to bright foreground sources, radio frequency interference (RFI), the ionosphere, and instrumental effects. Even after correcting for these effects in the calibration step and applying foreground removal techniques, the remaining residuals in the observed 21 cm power spectra are still above the thermal noise, which is referred to as the "excess variance." We study potential causes of this excess variance based on 13 nights of data obtained with the Low-Frequency Array (LOFAR). We focused on the impact of gain errors, the sky model, and ionospheric effects on the excess variance by correlating the relevant parameters such as the gain variance over time or frequency, local sidereal time (LST), diffractive scale, and phase structure-function slope with the level of excess variance. Our analysis shows that excess variance has an LST dependence, which is related to the power from the sky. And the simulated Stokes I power spectra from bright sources and the excess variance show a similar progression over LST with the minimum power appearing at LST bin 6h to 9h. This LST dependence is also present in sky images of the residual Stokes I of the observations. In very-wide sky images, we demonstrate that the extra power comes exactly from the direction of bright and distant sources Cassiopeia A and Cygnus A with the array beam patterns. These results suggest that the level of excess variance in the 21 cm signal power spectra is related to sky effects and, hence, it depends on LST. In particular, very bright and distant sources such as Cassiopeia A and Cygnus A can dominate the effect. This is in line with earlier studies and offers a path forward toward a solution since the correlation between the sky-related effects and the excess variance is non-negligible.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源