Halo mass functions from maximum entropy distributions in collisionless dark matter flow

TL;DR

This paper develops a maximum entropy framework for deriving halo mass functions in collisionless dark matter flow, connecting velocity distributions with halo properties and recovering known mass functions like Press-Schechter.

Contribution

It introduces a novel maximum entropy approach to model halo mass functions directly from dark matter flow dynamics, moving beyond simplified collapse models.

Findings

Large halo distribution is a maximum entropy distribution.

Small halo distribution approximates the Press-Schechter mass function.

The full halo mass function depends on velocity distribution and halo velocity dispersion.

Abstract

The halo-mediated inverse mass cascade is a key feature of the intermediate statistically steady state for self-gravitating collisionless dark matter flow (SG-CFD). A broad spectrum of halos and halo groups are necessary to form from inverse mass cascade for long-range interaction system to maximize its entropy. The limiting velocity ($\textbf X$), speed ($\textbf Z$), and energy ($\textbf E$) distributions of collisionless particles can be obtained analytically from a maximum entropy principle. Halo mass function, the distribution of total mass in halos, is a fundamental quantity for structure formation and evolution. Instead of basing mass functions on simplified spherical/elliptical collapse models, it is possible to reformulate mass function as an intrinsic distribution to maximize system entropy during the everlasting statistically steady state. Starting from halo-based description of non-equilibrium dark matter flow, distributions of particle virial dispersion ($\textbf H$), square of particle velocity ($\textbf P$), and number of halos ($\textbf J$) are proposed. Their statistical properties and connections with velocity distribution ($\textbf X$) are well studied and established. With $\textbf H$ being essentially the halo mass function, two limiting cases of $\textbf H$ distribution are analyzed for large halos ($\textbf H_\infty$) and small halos ($\textbf H_s$), respectively. For large halos, $\textbf H_\infty$ is shown to also be a maximum entropy distribution. For small halos, $\textbf H_s$ approximates the $\textbf P$ distribution and recovers the Press-Schechter mass function. The full solution of $\textbf H$ distribution is determined by the velocity distribution ($\textbf X$) that maximizes system entropy and the exact model of halo velocity dispersion.