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The rule of four: anomalous distributions in the stoichiometries of inorganic compounds

Chemistry

The rule of four: anomalous distributions in the stoichiometries of inorganic compounds

E. Gazzarrini, R. K. Cersonsky, et al.

Discover the intriguing phenomenon of the 'rule of four' in inorganic compounds, where an unexpected abundance of primitive unit cells featuring a multiple of four atoms is uncovered. This research by Elena Gazzarrini, Rose K. Cersonsky, Marnik Bercx, Carl S. Adorf, and Nicola Marzari reveals surprising connections between crystal structure and symmetry using advanced machine learning techniques.

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~3 min • Beginner • English
Abstract
Why are materials with specific characteristics more abundant than others? This is a fundamental question in materials science and one that is traditionally difficult to tackle, given the vastness of compositional and configurational space. We highlight here the anomalous abundance of inorganic compounds whose primitive unit cell contains a number of atoms that is a multiple of four. This occurrence—named here the rule of four—has to our knowledge not previously been reported or studied. Here, we first highlight the rule’s existence, especially notable when restricting oneself to experimentally known compounds, and explore its possible relationship with established descriptors of crystal structures, from symmetries to energies. We then investigate this relative abundance by looking at structural descriptors, both of global (packing configurations) and local (the smooth overlap of atomic positions) nature. Contrary to intuition, the overabundance does not correlate with low-energy or high-symmetry structures; in fact, structures which obey the rule of four are characterized by low symmetries and loosely packed arrangements maximizing the free volume. We are able to correlate this abundance with local structural symmetries, and visualize the results using a hybrid supervised-unsupervised machine learning method.
Publisher
npj Computational Materials
Published On
Apr 12, 2024
Authors
Elena Gazzarrini, Rose K. Cersonsky, Marnik Bercx, Carl S. Adorf, Nicola Marzari
Tags
inorganic compounds
rule of four
primitive unit cells
machine learning
symmetry
crystal structures
atom arrangements
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