TL;DR
This paper introduces a baryonic emulator for the matter power spectrum that accurately models baryonic feedback effects, enabling better interpretation of galaxy survey data and constraints on baryonic processes.
Contribution
We develop a baryonic emulator based on the baryonification model, connecting gas and stellar fractions to power spectrum suppression, with improved precision and reduced parameter set.
Findings
The emulator recovers hydro simulation spectra at sub-percent accuracy.
It constrains baryonic suppression to over 1% at certain scales.
Maximum suppression reaches 20-28% at small scales.
Abstract
Baryonic feedback effects consist of a major systematic for upcoming weak-lensing and galaxy-clustering surveys. In this paper, we present an emulator for the baryonic suppression of the matter power spectrum. The emulator is based on the baryonification model, containing seven free parameters that are connected to the gas profiles and stellar abundances in haloes. We show that with the baryonic emulator, we can not only recover the power spectra of hydro-dynamical simulations at sub-percent precision but also establish a connection between the baryonic suppression of the power spectrum and the gas and stellar fractions in haloes. This connection allows us to predict the expected deviation from a dark-matter-only power spectrum using measured X-ray gas fractions of galaxy groups and clusters. With these measurements, we constrain the suppression to exceed the percent-level at k =…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Code & Models
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
