Towards an optimal marked correlation function analysis for the detection of modified gravity

TL;DR

This paper develops and tests a novel marked correlation function method, incorporating environment-based marks and shot-noise correction, to effectively detect modified gravity signals in large-scale structure data.

Contribution

It introduces a new environment-based marking scheme and a robust shot-noise correction method, improving the detection of modified gravity signals in galaxy surveys.

Findings

Marked correlation functions can distinguish MG from GR with 3-5σ significance.

Anti-correlating objects in different density regions enhances MG detection.

Shot-noise correction is essential for unbiased measurement of the marked correlation function.

Abstract

Modified gravity (MG) theories have emerged as a promising alternative to explain the late-time acceleration of the Universe. However, the detection of MG in observations of the large-scale structure remains challenging due to the screening mechanisms that obscure any deviations from General Relativity (GR) in high-density regions. The marked two-point correlation function offers a promising approach to potentially detect MG signals. This work investigates novel marks based on large-scale environment estimates but also that exploit the anti-correlation between objects in low- and high-density regions. This is the first time discreteness effects in density-dependent marked correlation functions are investigated in depth. We assess the performance of various marks to distinguish GR from MG by using the ELEPHANT simulations, comprised of realisations of GR as well as $f(R)$ and nDGP gravity. In addition, discreteness effects are studied using the high-density Covmos catalogues. We establish a robust method to correct for shot-noise effects that allows the recovery of the true signal with an accuracy below $5\%$ over a wide range of scales. We find such correction to be crucial to measure the amplitude of the marked correlation function in an unbiased manner. Furthermore, we demonstrate that marks, anti-correlating objects in low- and high-density regions, are among the most effective in distinguishing between MG and GR. We report differences in the marked correlation function between $f(R)$ with $|f_{R0}|=10^{-6}$ and GR simulations of the order of 3-5$\sigma$ in real space up to scales of about $80\, h^{-1} \, {\rm Mpc}$. The redshift-space monopole exhibits similar features and performances. The combination of the proposed $\tanh$-mark with shot-noise correction paves the way towards an optimal approach for the detection of MG in current and future galaxy spectroscopic surveys.