English

Implementation of a Fourier Matched Filter in CMB Analyses. Application to ISW Studies

Astrophysics 2009-11-13 v1

Abstract

Aims: Implement a matched filter (MF) cross-correlation algorithm in multipole space and compare it to the standard Angular Cross Power Spectrum (ACPS) method. Apply both methods on a Integrated Sachs Wolfe (ISW) - Large Scale Structure (LSS) cross correlation scenario and study how sky masks influence the multipole range where signal arises and its comparison to theoretical predictions. Methods: The MF requires the inversion of a multipole covariance matrix that if fsky<1f_{sky} \lt 1 is generally non-diagonal and singular. We use a SVD approach that focuses on those modes carrying most of the information. We compare the MF to the ACPS in ISW-LSS Monte Carlo simulations, paying attention on the effect that a limited sky coverage has on the cross-correlation results. Results: Within the linear data model for which the MF is defined, the MF performs comparatively better than the ACPS for smaller values of fskyf_{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. A preliminary study predicts that most of the ISW--LSS cross correlation S/N ratio should be found in the very large scales (50% of the S/N at l<10l\lt 10, 90% at l<4050l\lt 40-50), and this is confirmed by Monte Carlo simulations. The statistical significance of our cross-correlation statistics reaches its maximum when considering l[2,lmax]l\in [2,l_{max}], with lmax[5,40]l_{max} \in[5,40] for all values of fskyf_{sky} observed, despite of the smoothing and power aliasing that aggressive masks introduce in Fourier space. This ll-confinement of the ISW-LSS cross correlation should enable a safe distinction from other secondary effects arising at smaller angular scales.

Keywords

Cite

@article{arxiv.0805.3710,
  title  = {Implementation of a Fourier Matched Filter in CMB Analyses. Application to ISW Studies},
  author = {Carlos Hernandez-Monteagudo},
  journal= {arXiv preprint arXiv:0805.3710},
  year   = {2009}
}

Comments

9 pages, 5 figures, submitted to A&A