Soliquidy: a descriptor for atomic geometrical confusion

Fuente: arXiv
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Auteurs principaux: Eckert, Hagen, Kube, Sebastian A., Divilov, Simon, Guest, Asa, Zettel, Adam C., Hicks, David, Griesemer, Sean D., Hotz, Nico, Campilongo, Xiomara, Zhu, Siya, van de Walle, Axel, Schroers, Jan, Curtarolo, Stefano
Format: Preprint
Publié: 2025
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author Eckert, Hagen
Kube, Sebastian A.
Divilov, Simon
Guest, Asa
Zettel, Adam C.
Hicks, David
Griesemer, Sean D.
Hotz, Nico
Campilongo, Xiomara
Zhu, Siya
van de Walle, Axel
Schroers, Jan
Curtarolo, Stefano
author_facet Eckert, Hagen
Kube, Sebastian A.
Divilov, Simon
Guest, Asa
Zettel, Adam C.
Hicks, David
Griesemer, Sean D.
Hotz, Nico
Campilongo, Xiomara
Zhu, Siya
van de Walle, Axel
Schroers, Jan
Curtarolo, Stefano
contents Tailoring material properties often requires understanding the solidification process. Herein, we introduce the geometric descriptor Soliquidy, which numerically captures the Euclidean transport cost between the translationally disordered versus ordered states of a materials. As a testbed, we apply Soliquidy to the classification of glass-forming metal alloys. By extending and combining an experimental library of metallic thin-films (glass/no-glass) with the aflow.org computational database (geometrical and energetic information of mixtures) we found that the combination of Soliquity and formation enthalpies generates an effective classifier for glass formation. Such classifier is then used to tackle a public dataset of metallic glasses showing that the glass-agnostic assumptions of Soliquity can be useful for understanding kinetically-controlled phase transitions.
format Preprint
id arxiv_https___arxiv_org_abs_2501_18001
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Soliquidy: a descriptor for atomic geometrical confusion
Eckert, Hagen
Kube, Sebastian A.
Divilov, Simon
Guest, Asa
Zettel, Adam C.
Hicks, David
Griesemer, Sean D.
Hotz, Nico
Campilongo, Xiomara
Zhu, Siya
van de Walle, Axel
Schroers, Jan
Curtarolo, Stefano
Materials Science
Tailoring material properties often requires understanding the solidification process. Herein, we introduce the geometric descriptor Soliquidy, which numerically captures the Euclidean transport cost between the translationally disordered versus ordered states of a materials. As a testbed, we apply Soliquidy to the classification of glass-forming metal alloys. By extending and combining an experimental library of metallic thin-films (glass/no-glass) with the aflow.org computational database (geometrical and energetic information of mixtures) we found that the combination of Soliquity and formation enthalpies generates an effective classifier for glass formation. Such classifier is then used to tackle a public dataset of metallic glasses showing that the glass-agnostic assumptions of Soliquity can be useful for understanding kinetically-controlled phase transitions.
title Soliquidy: a descriptor for atomic geometrical confusion
topic Materials Science
url https://arxiv.org/abs/2501.18001