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Quantum Definition of Molecular Structure.

Lucas LangHenrique Musseli CezarLudwik AdamowiczThomas Bondo Pedersen
Published in: Journal of the American Chemical Society (2024)
Molecular structure, a key concept of chemistry, has remained elusive from the perspective of all-particle quantum mechanics, despite many efforts. Viewing molecular structure as a manifestation of strong statistical correlation between nuclear positions, we propose a practical method based on Markov chain Monte Carlo sampling and unsupervised machine learning. Application to the D 3 + molecule unambiguously shows that it possesses an equilateral triangular structure. These results provide a major step forward in our understanding of the molecular structure from fundamental quantum principles.
Keyphrases
  • machine learning
  • monte carlo
  • molecular dynamics
  • single molecule
  • deep learning
  • quality improvement
  • energy transfer