[HTML][HTML] Building machine learning force fields for nanoclusters

C Zeni, K Rossi, A Glielmo, Á Fekete… - The Journal of …, 2018 - pubs.aip.org
We assess Gaussian process (GP) regression as a technique to model interatomic forces in
metal nanoclusters by analyzing the performance of 2-body, 3-body, and many-body kernel …

Cluster melting: new, limiting, and liminal phenomena

N Gaston - Advances in Physics: X, 2018 - Taylor & Francis
The thermodynamic behaviour of clusters and nanoscale structures is both a challenge to
the statistical basis of the theory, and of paramount importance to experiment. In this review …

Thickness dependent thermal stability of 2D gallenene

KG Steenbergen, N Gaston - Chemical Communications, 2019 - pubs.rsc.org
The recent discovery of two-dimensional (2D) gallium, in the form of metallic gallenene, has
added to a long history of interest in the thermodynamic stability and structures of gallium …

First-principles melting of gallium clusters down to nine atoms: structural and electronic contributions to melting

KG Steenbergen, N Gaston - Physical Chemistry Chemical Physics, 2013 - pubs.rsc.org
First-principles Born–Oppenheimer molecular dynamics simulations of small gallium
clusters, including parallel tempering, probe the distinction between cluster and molecule in …

Modulating the thermal and structural stability of gallenene via variation of atomistic thickness

S Lambie, KG Steenbergen, N Gaston - Nanoscale Advances, 2021 - pubs.rsc.org
Using ab initio molecular dynamics, we show that a recently discovered form of 2D Ga—
gallenene—exhibits highly variable thickness dependent properties. Here, 2D Ga of four …

How robust is the metallicity of two dimensional gallium?

DZ Metin, L Hammerschmidt, N Gaston - Physical Chemistry Chemical …, 2018 - pubs.rsc.org
Atomically thin gallium layers have recently been experimentally produced via solid–melt
exfoliation, and show promise as robustly metallic 2D materials for electronic applications …

Melting of size-selected gallium clusters with 60–183 atoms

KL Pyfer, JO Kafader, A Yalamanchali… - The Journal of …, 2014 - ACS Publications
Heat capacities have been measured as a function of temperature for size-selected gallium
cluster cations with between 60 and 183 atoms. Almost all clusters studied show a single …

A two-dimensional liquid structure explains the elevated melting temperatures of gallium nanoclusters

KG Steenbergen, N Gaston - Nano letters, 2016 - ACS Publications
Melting in finite-sized materials differs in two ways from the solid–liquid phase transition in
bulk systems. First, there is an inherent scaling of the melting temperature below that of the …

Melting of the Au20 Gold Cluster: Does Charge Matter?

M Rapacioli, N Tarrat, F Spiegelman - The Journal of Physical …, 2018 - ACS Publications
We investigate the dependence upon the charge of the heat capacities of magic gold cluster
Au20 obtained from density functional-based tight binding theory within parallel tempering …

Surface melting and breakup of metal nanowires: Theory and molecular dynamics simulation

KM Ridings, TS Aldershof, SC Hendy - The Journal of chemical physics, 2019 - pubs.aip.org
We consider the surface melting of metal nanowires by solving a phenomenological two-
parabola Landau model and by conducting molecular dynamics simulations of nickel and …