Physics-inspired structural representations for molecules and materials
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 …
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
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 …
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
Thermal insulation under extreme conditions requires materials that can withstand complex
thermomechanical stress and retain excellent thermal insulation properties at temperatures …
thermomechanical stress and retain excellent thermal insulation properties at temperatures …
PLUMED 2: New feathers for an old bird
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 …
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 …
chemistry, condensed matter physics, and materials science. In order to keep up with state …
Aluminium alloys as structural material: A review of research
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 …
sector due to their favourable properties. Thereafter, many research projects have been …
On representing chemical environments
We review some recently published methods to represent atomic neighborhood
environments, and analyze their relative merits in terms of their faithfulness and suitability for …
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 …
with icosahedral point group symmetry, which is inconsistent with lattice translations. Its …
CALYPSO: A method for crystal structure prediction
We have developed a software package CALYPSO (Crystal structure AnaLYsis by Particle
Swarm Optimization) to predict the energetically stable/metastable crystal structures of …
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 …
pertinent experimental data. The most characteristic properties of spin glass systems are …