Physics-inspired structural representations for molecules and materials

F Musil, A Grisafi, AP Bartók, C Ortner… - Chemical …, 2021 - ACS Publications
The first step in the construction of a regression model or a data-driven analysis, aiming to
predict or elucidate the relationship between the atomic-scale structure of matter and its …

From DFT to machine learning: recent approaches to materials science–a review

GR Schleder, ACM Padilha, CM Acosta… - Journal of Physics …, 2019 - iopscience.iop.org
Recent advances in experimental and computational methods are increasing the quantity
and complexity of generated data. This massive amount of raw data needs to be stored and …

Hypocrystalline ceramic aerogels for thermal insulation at extreme conditions

J Guo, S Fu, Y Deng, X Xu, S Laima, D Liu, P Zhang… - Nature, 2022 - nature.com
Thermal insulation under extreme conditions requires materials that can withstand complex
thermomechanical stress and retain excellent thermal insulation properties at temperatures …

PLUMED 2: New feathers for an old bird

GA Tribello, M Bonomi, D Branduardi… - Computer physics …, 2014 - Elsevier
Enhancing sampling and analyzing simulations are central issues in molecular simulation.
Recently, we introduced PLUMED, an open-source plug-in that provides some of the most …

Perspective: Machine learning potentials for atomistic simulations

J Behler - The Journal of chemical physics, 2016 - pubs.aip.org
Nowadays, computer simulations have become a standard tool in essentially all fields of
chemistry, condensed matter physics, and materials science. In order to keep up with state …

Aluminium alloys as structural material: A review of research

E Georgantzia, M Gkantou, GS Kamaris - Engineering Structures, 2021 - Elsevier
Over the last few decades aluminium alloys have been increasingly used in the construction
sector due to their favourable properties. Thereafter, many research projects have been …

On representing chemical environments

AP Bartók, R Kondor, G Csányi - Physical Review B—Condensed Matter and …, 2013 - APS
We review some recently published methods to represent atomic neighborhood
environments, and analyze their relative merits in terms of their faithfulness and suitability for …

Metallic phase with long-range orientational order and no translational symmetry

D Shechtman, I Blech, D Gratias, JW Cahn - Physical review letters, 1984 - APS
We have observed a metallic solid (Al-14-at.%-Mn) with long-range orientational order, but
with icosahedral point group symmetry, which is inconsistent with lattice translations. Its …

CALYPSO: A method for crystal structure prediction

Y Wang, J Lv, L Zhu, Y Ma - Computer Physics Communications, 2012 - Elsevier
We have developed a software package CALYPSO (Crystal structure AnaLYsis by Particle
Swarm Optimization) to predict the energetically stable/metastable crystal structures of …

Spin glasses: Experimental facts, theoretical concepts, and open questions

K Binder, AP Young - Reviews of Modern physics, 1986 - APS
This review summarizes recent developments in the theory of spin glasses, as well as
pertinent experimental data. The most characteristic properties of spin glass systems are …