[HTML][HTML] Semilocal exchange-correlation potentials for solid-state calculations: Current status and future directions
Kohn-Sham (KS) density functional theory (DFT) is a very efficient method for calculating
various properties of solids as, for instance, the total energy, the electron density, or the …
various properties of solids as, for instance, the total energy, the electron density, or the …
Machine learning of material properties: Predictive and interpretable multilinear models
AEA Allen, A Tkatchenko - Science advances, 2022 - science.org
Machine learning models can provide fast and accurate predictions of material properties
but often lack transparency. Interpretability techniques can be used with black box solutions …
but often lack transparency. Interpretability techniques can be used with black box solutions …
Origin of the low conversion efficiency in Cu 2 ZnSnS 4 kesterite solar cells: the actual role of cation disorder
The controversial role of cation disorder in the extraordinarily low open-circuit voltage (VOC)
of the Cu2ZnSnS4 (CZTS) kesterite absorber is examined through a statistical treatment of …
of the Cu2ZnSnS4 (CZTS) kesterite absorber is examined through a statistical treatment of …
Perspective on optimal strategies of building cluster expansion models for configurationally disordered materials
JZ Xie, XY Zhou, H Jiang - The Journal of Chemical Physics, 2022 - pubs.aip.org
Cluster expansion (CE) provides a general framework for first-principles-based theoretical
modeling of multicomponent materials with configurational disorder, which has achieved …
modeling of multicomponent materials with configurational disorder, which has achieved …
Machine learning force field aided cluster expansion approach to configurationally disordered materials: critical assessment of training set selection and size …
JZ Xie, XY Zhou, D Luan, H Jiang - Journal of Chemical Theory …, 2022 - ACS Publications
Cluster expansion (CE) is a powerful theoretical tool to study the configuration-dependent
properties of substitutionally disordered systems. Typically, a CE model is built by fitting a …
properties of substitutionally disordered systems. Typically, a CE model is built by fitting a …
Anion order in perovskite oxynitrides AMO 2 N (A= Ba, Sr, Ca; M= Ta, Nb): a first-principles based investigation
Perovskite-type oxynitrides have attracted a lot of research interest as emerging functional
materials with promising wide applications. The ordering of O/N anions in perovskite …
materials with promising wide applications. The ordering of O/N anions in perovskite …
Bandgap engineering in the configurational space of solid solutions via machine learning:(Mg, Zn) O case study
Computer simulations of alloys' properties often require calculations in a large space of
configurations in a supercell of the crystal structure. A common approach is to map density …
configurations in a supercell of the crystal structure. A common approach is to map density …
First-principles investigation on anion order, electronic structure and dielectric properties of BaTaO 2 N
Perovskite-type metal oxynitrides are emerging functional materials with tunable
photocatalytic, dielectric and magnetic properties that may depend not only on the …
photocatalytic, dielectric and magnetic properties that may depend not only on the …
The cluster decomposition of the configurational energy of multicomponent alloys
L Barroso-Luque, G Ceder - npj Computational Materials, 2024 - nature.com
The cluster expansion method (CEM) is a widely used lattice-based technique in the study of
multicomponent alloys. Despite its prevalent use, a clear understanding of expansion terms …
multicomponent alloys. Despite its prevalent use, a clear understanding of expansion terms …
Atomistic prediction on the composition-and configuration-dependent bandgap of Ga (As, Sb) using cluster expansion and ab initio thermodynamics
The composition-and configuration-dependent bandgaps of pseudobinary Ga (As, Sb) are
examined by the cluster expansion method and statistical thermodynamics based on density …
examined by the cluster expansion method and statistical thermodynamics based on density …