English

Machine learning for bounce calculation

High Energy Physics - Theory 2018-06-12 v3 High Energy Physics - Phenomenology

Abstract

We study the possibility of using machine learning for the calculation of the bounce action in quantum tunneling. Adopting supervised learning, we train neural network to give the bounce action from a given potential. It is found that, for one-dimensional tunneling, even a simple neural network performs at a percent level.

Keywords

Cite

@article{arxiv.1805.12153,
  title  = {Machine learning for bounce calculation},
  author = {Ryusuke Jinno},
  journal= {arXiv preprint arXiv:1805.12153},
  year   = {2018}
}

Comments

8 pages, 11 figures

R2 v1 2026-06-23T02:13:51.371Z