Nature Communications (Aug 2021)

Teaching a neural network to attach and detach electrons from molecules

  • Roman Zubatyuk,
  • Justin S. Smith,
  • Benjamin T. Nebgen,
  • Sergei Tretiak,
  • Olexandr Isayev

DOI
https://doi.org/10.1038/s41467-021-24904-0
Journal volume & issue
Vol. 12, no. 1
pp. 1 – 11

Abstract

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Quantum mechanical calculations of molecular ionized states are computationally quite expensive. This work reports a successful extension of a previous deep-neural networks approach towards transferable neural-network models for predicting multiple properties of open shell anions and cations.