activity
20182022
most citedModelling the dielectric constants of crystals using machine learning

65 citations · 65 across the 3 of their papers we have counts for

collaborators

6 papers

cond-mat.mtrl-sci2021

Distributed Representations of Atoms and Materials for Machine Learning

Luis M. Antunes, Ricardo Grau-Crespo, Keith T. Butler

The use of machine learning is becoming increasingly common in computational materials science. To build effective models of the chemistry of materials, useful machine-based repres…

cond-mat.mtrl-sci202065 cited

Modelling the dielectric constants of crystals using machine learning

Kazuki Morita, Daniel W. Davies, Keith T. Butler +1

The relative permittivity of a crystal is a fundamental property that links microscopic chemical bonding to macroscopic electromagnetic response. Multiple models, including analyti…

cond-mat.mtrl-sci2019

Metal-free perovskites for non-linear optical materials

Thomas W. Kasel, Zeyu Deng, Austin M. Mroz +3

We identify the existence of nonlinear optical (NLO) activity in a number of novel -type metal-free perovskites, where is a highly tuneable organic cation, is a NH$_…

cond-mat.mtrl-sci2018

Finding a junction partner for candidate solar cell absorbers enargite and bournonite from electronic band and lattice matching

Suzanne K. Wallace, Keith T. Butler, Yoyo Hinuma +1

An essential step in the development of a new photovoltaic (PV) technology is choosing appropriate electron and hole extraction layers to make an efficient device. We recently prop…

cond-mat.mtrl-sci2018

Quick-start guide for first-principles modelling of semiconductor interfaces

Ji-Sang Park, Young-Kwang Jung, Keith T. Butler +1

Interfaces between dissimilar materials control the transport of energy in a range of technologies including solar cells (electron transport), batteries (ion transport), and thermo…

physics.comp-ph2018

Band Engineering of Carbon Nitride Monolayers by N-type, P-type, and Isoelectronic Doping for Photocatalytic Applications

Meysam Makaremi, Sean Grixti, Keith T. Butler +2

Since hydrogen fuel involves the highest energy density among all fuels, production of this gas through the solar water splitting approach has been suggested as a green remedy for…