Implementation of a Fourier matched filter in CMB analyses Application to ISW studies

被引:13
作者
Hernandez-Monteagudo, C. [1 ]
机构
[1] Max Planck Inst Astrophys, D-85741 Garching, Germany
来源
ASTRONOMY & ASTROPHYSICS | 2008年 / 490卷 / 01期
关键词
cosmic microwave background; large-scale structure of Universe;
D O I
10.1051/0004-6361:200809871
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
We implement a matched filter (MF) cross-correlation algorithm in multipole space and compare it to the standard angular cross power spectrum (ACPS) method. Then we apply both methods to a integrated Sachs Wolfe (ISW) - large scale structure (LSS) cross correlation scenario. We study how sky masks influence the multipole range where the cross correlation signal arises and compare it to theoretical predictions. The MF requires the inversion of a multipole covariance matrix that, under partial sky coverage (f(sky) < 1), is generally non diagonal and singular. We chose a singular value decomposition (SVD) approach that enables identification of those modes carrying most of the information from those more likely to introduce numerical noise (that are dropped from the analysis). We compared the MF to the ACPS in ISW-LSS Monte Carlo simulations, focusing on the effect that a limited sky coverage has on the cross-correlation results. Within the data model s = t + alpha m where t is Gaussian noise and m is a known filter, we find that the MF performs better than the ACPS for lower values of f(sky) and scale-dependent (non-Poissonian) noise fields. In the context of ISW studies, both methods are comparable, although the MF performs slightly more sensitively under more restrictive masks (lower values of f(sky)). A preliminary analytical study of the ISW - LSS cross correlation signal-to-noise (S/N) ratio shows that most of it should be found on very large scales (50% of the S/N at l < 10, 90% at l < 40 - 50), and this is confirmed by Monte Carlo simulations. The statistical significance of our cross-correlation statistics reaches its maximum when considering l epsilon[2, l(max)], with l(max) epsilon[5, 40] for all values of f(sky) observed, despite the smoothing and power aliasing that aggressive masks introduce in Fourier space. This l-confinement of the ISW-LSS cross correlation should enable a safe distinction from other secondary effects arising on smaller (higher l-s) angular scales.
引用
收藏
页码:15 / 23
页数:9
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