A network approach to atomic spectra
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Published:2023-07-06
Issue:3
Volume:4
Page:03LT01
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ISSN:2632-072X
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Container-title:Journal of Physics: Complexity
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language:
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Short-container-title:J. Phys. Complex.
Author:
Wellnitz DavidORCID,
Kekić ArminORCID,
Heiss Julian,
Gertz MichaelORCID,
Weidemüller MatthiasORCID,
Spitz AndreasORCID
Abstract
Abstract
Network science provides a universal framework for modeling complex systems, contrasting the reductionist approach generally adopted in physics. In a prototypical study, we utilize network models created from spectroscopic data of atoms to predict microscopic properties of the underlying physical system. For simple atoms such as helium, an a posteriori inspection of spectroscopic network communities reveals the emergence of quantum numbers and symmetries. For more complex atoms such as thorium, finer network hierarchies suggest additional microscopic symmetries or configurations. Furthermore, link prediction in spectroscopic networks yields a quantitative ranking of yet unknown atomic transitions, offering opportunities to discover new spectral lines in a well-controlled manner. Our work promotes a genuine bi-directional exchange of methodology between network science and physics, and presents new perspectives for the study of atomic spectra.
Funder
Agence Nationale de la Recherche
Zentrum für Quantendynamik, Universität Heidelberg
Laboratoires d’excellence Nanostructures en Interaction avec leur Environnement
Deutsche Forschungsgemeinschaft
Subject
Artificial Intelligence,Computer Networks and Communications,Computer Science Applications,Information Systems