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Inferring the impact of feedback on the matter distribution using the Sunyaev Zel'dovich effect: Insights from CAMELS simulations and ACT+DES data

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arxiv 2301.02186 v1 pith:UY7DXHM2 submitted 2023-01-05 astro-ph.CO astro-ph.GAastro-ph.SR

classification astro-ph.COastro-ph.GAastro-ph.SR
keywords feedbackmatterimpactcamelscosmologydistributionhalospower
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abstract

Feedback from active galactic nuclei and stellar processes changes the matter distribution on small scales, leading to significant systematic uncertainty in weak lensing constraints on cosmology. We investigate how the observable properties of group-scale halos can constrain feedback's impact on the matter distribution using Cosmology and Astrophysics with MachinE Learning Simulations (CAMELS). Extending the results of previous work to smaller halo masses and higher wavenumber, $k$, we find that the baryon fraction in halos contains significant information about the impact of feedback on the matter power spectrum. We explore how the thermal Sunyaev Zel'dovich (tSZ) signal from group-scale halos contains similar information. Using recent Dark Energy Survey (DES) weak lensing and Atacama Cosmology Telescope (ACT) tSZ cross-correlation measurements and models trained on CAMELS, we obtain $10\%$ constraints on feedback effects on the power spectrum at $k \sim 5\, h/{\rm Mpc}$. We show that with future surveys, it will be possible to constrain baryonic effects on the power spectrum to $\mathcal{O}(<1\%)$ at $k = 1\, h/{\rm Mpc}$ and $\mathcal{O}(3\%)$ at $k = 5\, h/{\rm Mpc}$ using the methods that we introduce here. Finally, we investigate the impact of feedback on the matter bispectrum, finding that tSZ observables are highly informative in this case.

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  1. Reconstructing the shape of the non-linear matter power spectrum using CMB lensing and cosmic shear

    astro-ph.CO 2025-02 conditional novelty 4.0 of 10

    A joint ACT DR6 + DES Y3 analysis reconstructs the non-linear matter power spectrum in five k-bins and finds marginal, roughly 2 sigma evidence for scale-dependent suppression that baryonic feedback or ultralight axio...

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