The CAMELS project: public data release
FOS: Computer and information sciences
Computer Science - Machine Learning
Cosmology and Nongalactic Astrophysics (astro-ph.CO)
Computer Science - Artificial Intelligence
Hydrodynamical simulations
FOS: Physical sciences
[INFO] Computer Science [cs]
Astrophysics
01 natural sciences
Machine Learning (cs.LG)
Astrostatistics
0103 physical sciences
Cosmology; Hydrodynamical simulations; Astrostatistics; Galaxy formation
Instrumentation and Methods for Astrophysics (astro-ph.IM)
Galaxy formation
Astrostatistics; Cosmology; Galaxy formation; Hydrodynamical simulations
Astrophysics - Astrophysics of Galaxies
Cosmology
QB460-466
Artificial Intelligence (cs.AI)
[PHYS.PHYS.PHYS-INS-DET] Physics [physics]/Physics [physics]/Instrumentation and Detectors [physics.ins-det]
Astrophysics of Galaxies (astro-ph.GA)
[PHYS.ASTR] Physics [physics]/Astrophysics [astro-ph]
Astrophysics - Instrumentation and Methods for Astrophysics
Astrophysics - Cosmology and Nongalactic Astrophysics
DOI:
10.48550/arxiv.2201.01300
Publication Date:
2022-01-01
AUTHORS (47)
ABSTRACT
The Cosmology and Astrophysics with MachinE Learning Simulations (CAMELS) project was developed to combine cosmology astrophysics through thousands of cosmological hydrodynamic simulations machine learning. CAMELS contains 4,233 simulations, 2,049 N-body 2,184 state-of-the-art that sample a vast volume in parameter space. In this paper we present the public data release, describing characteristics variety products generated from them, including halo, subhalo, galaxy, void catalogues, power spectra, bispectra, Lyman-$α$ probability distribution functions, halo radial profiles, X-rays photon lists. We also release over one thousand catalogues contain billions galaxies CAMELS-SAM: large collection have been combined Santa Cruz Semi-Analytic Model. all data, comprising more than 350 terabytes containing 143,922 snapshots, millions halos, summary statistics. provide further technical details on how access, download, read, process at \url{https://camels.readthedocs.io}.
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