Statistical properties of the combined emission of a population of discrete sources: astrophysical implications
Abstract
We study the statistical properties of the combined emission of a population of discrete sources (e.g. X-ray emission of a galaxy due to its X-ray binaries population). Namely, we consider the dependence of their total luminosity Ltot=SUM(Lk) and of fractional rmstot of their variability on the number of sources N or, equivalently, on the normalization of the luminosity function. We show that due to small number statistics a regime exists, in which Ltot grows non-linearly with N, in an apparent contradiction with the seemingly obvious prediction <Ltot>=integral(dN/dL*L*dL) ~ N. In this non-linear regime, the rmstot decreases with N significantly more slowly than expected from the rms ~ 1/sqrt(N) averaging law. For example, for a power law luminosity function with a slope of a=3/2, in the non-linear regime, Ltot ~ N2 and the rmstot does not depend at all on the number of sources N. Only in the limit of N>>1 do these quantities behave as intuitively expected, Ltot ~ N and rmstot ~ 1/sqrt(N). We give exact solutions and derive convenient analytical approximations for Ltot and rmstot. Using the total X-ray luminosity of a galaxy due to its X-ray binary population as an example, we show that the Lx-SFR and Lx-M* relations predicted from the respective ``universal'' luminosity functions of high and low mass X-ray binaries are in a good agreement with observations. Although caused by small number statistics the non-linear regime in these examples extends as far as SFR<4-5 Msun/yr and log(M*/Msun)<10.0-10.5, respectively.
Turn this paper into a full lesson
ArcXiv compiles a staged curriculum from this paper: 8-12 lessons across beginner → advanced, synthesised section guides, visuals, flashcards, a quiz, exercises, and on-demand deep dives per section. Grounded in the abstract, never invented.