Field-level Neural Network Emulator for Cosmological N-body Simulations

We build a field-level emulator for cosmic structure formation that is accurate in the nonlinear regime. Our emulator consists of two convolutional neural networks trained to output the nonlinear displacements and velocities of N -body simulation particles based on their linear inputs. Cosmology dep...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों: Drew Jamieson, Yin Li, Renan Alves de Oliveira, Francisco Villaescusa-Navarro, Shirley Ho, David N. Spergel
स्वरूप: लेख
भाषा:English
प्रकाशित: IOP Publishing 2023-01-01
श्रृंखला:The Astrophysical Journal
विषय:
ऑनलाइन पहुंच:https://doi.org/10.3847/1538-4357/acdb6c