Confusion noise due to clustered extragalactic point sources. Application of logarithmic cumulants for parameter estimation
arXiv:1906.01679 · doi:10.1088/1538-3873/ab238f
Abstract
The calculation of the characteristic function of the signal fluctuations due to clustered astrophysical sources is performed in this paper. For the typical case of power-law differential number counts and two-point angular correlation function, we present an extension of Zolotarev's theorem that allows us to compute the cumulants of the logarithm of the absolute value of the intensity. As a test, simulations based on recent observations of radio galaxies are then carried out, showing that these cumulants can be very useful for determining the fundamental parameters defining the number counts and the correlation. If the angular correlation scale of the observed source population is known, the method presented here is able to obtain estimators of the amplitude and slope of the power-law number counts with mean absolute errors that are one order of magnitude better than previous techniques, that did not take into account the correlation. Even if the scale of correlation is not well known, the method is able to estimate it and still performs much better than if the effect of correlations is not considered.
arXiv comment16 pages, 2 figures. Accepted for publication in PASP
References in corpus (20)
- The 2dF Galaxy Redshift Survey: The bias of galaxies and the density of the Universe
- The Herschel ATLAS
- Radio and Millimeter Continuum Surveys and their Astrophysical Implications
- Resolving the Radio Source Background: Deeper Understanding Through Confusion
- Building the cosmic infrared background brick by brick with Herschel/PEP
- Planck Early Results: Statistical properties of extragalactic radio sources in the Planck Early Release Compact Source Catalogue
- Computing the Three-Point Correlation Function of Galaxies in Time
- Measurement of the angular correlation function of radio galaxies from the NRAO VLA Sky Survey
- ALMA constraints on the faint millimetre source number counts and their contribution to the cosmic infrared background
- Confusion in the infrared: Spitzer and beyond
- The source counts of submillimetre galaxies detected at 1.1 mm
- Faint End of 1.3 mm Number Counts Revealed by ALMA
- Deep 3 GHz Number Counts from a P(D) Fluctuation Analysis
- The NuSTAR Extragalactic Surveys: The Number Counts of Active Galactic Nuclei and the Resolved Fraction of the Cosmic X-ray Background
- A General Formulation of the Source Confusion Statistics and Application to Infrared Galaxy Surveys
- The correlation function of radio sources
- An alpha-stable approach to the study of the P(D) distribution of unresolved point sources in CMB sky maps
- The prevalence of core emission in faint radio galaxies in the SKA Simulated Skies
- Herschel-ATLAS : The spatial clustering of low and high redshift submillimetre galaxies
- GMRT 610-MHz observations of the faint radio source population - and what these tell us about the higher-radio-frequency sky