Web: http://arxiv.org/abs/2203.16683

Sept. 19, 2022, 1:12 a.m. | Kyle Akira Rocha, Jeff J. Andrews, Christopher P. L. Berry, Zoheyr Doctor, Aggelos K. Katsaggelos, Juan Gabriel Serra Pérez, Pablo Marchant, Vick

cs.LG updates on arXiv.org arxiv.org

Binary stars undergo a variety of interactions and evolutionary phases,
critical for predicting and explaining observed properties. Binary population
synthesis with full stellar-structure and evolution simulations are
computationally expensive requiring a large number of mass-transfer sequences.
The recently developed binary population synthesis code POSYDON incorporates
grids of MESA binary star simulations which are then interpolated to model
large-scale populations of massive binaries. The traditional method of
computing a high-density rectilinear grid of simulations is not scalable for
higher-dimension grids, accounting …

active learning arxiv astro binary distribution evolution simulations

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