Gaussian process regression for materials and molecules

VL Deringer, AP Bartók, N Bernstein… - Chemical …, 2021 - ACS Publications
We provide an introduction to Gaussian process regression (GPR) machine-learning
methods in computational materials science and chemistry. The focus of the present review …

Electronic-structure methods for materials design

N Marzari, A Ferretti, C Wolverton - Nature materials, 2021 - nature.com
The accuracy and efficiency of electronic-structure methods to understand, predict and
design the properties of materials has driven a new paradigm in research. Simulations can …

Sulfur vacancy-rich MoS2 as a catalyst for the hydrogenation of CO2 to methanol

J Hu, L Yu, J Deng, Y Wang, K Cheng, C Ma… - Nature Catalysis, 2021 - nature.com
The low-temperature hydrogenation of CO2 to methanol is of great significance for the
recycling of this greenhouse gas to valuable products, however, it remains a great challenge …

[HTML][HTML] WIEN2k: An APW+ lo program for calculating the properties of solids

P Blaha, K Schwarz, F Tran, R Laskowski… - The Journal of …, 2020 - pubs.aip.org
The WIEN2k program is based on the augmented plane wave plus local orbitals (APW+ lo)
method to solve the Kohn–Sham equations of density functional theory. The APW+ lo …

Long-range ordered porous carbons produced from C60

F Pan, K Ni, T Xu, H Chen, Y Wang, K Gong, C Liu, X Li… - Nature, 2023 - nature.com
Carbon structures with covalent bonds connecting C60 molecules have been reported,–, but
their production methods typically result in very small amounts of sample, which restrict the …

Identifying the components of the solid–electrolyte interphase in Li-ion batteries

L Wang, A Menakath, F Han, Y Wang, PY Zavalij… - Nature …, 2019 - nature.com
The importance of the solid–electrolyte interphase (SEI) for reversible operation of Li-ion
batteries has been well established, but the understanding of its chemistry remains …

Layered Cathode Materials for Lithium-Ion Batteries: Review of Computational Studies on LiNi1–xyCoxMnyO2 and LiNi1–xyCoxAlyO2

A Chakraborty, S Kunnikuruvan, S Kumar… - Chemistry of …, 2020 - ACS Publications
At present the most successful rechargeable battery is the Li-ion battery, due to the small
size, high energy density, and low reduction potential of Li. Computational materials science …

Stacking faults assist lithium-ion conduction in a halide-based superionic conductor

E Sebti, HA Evans, H Chen… - Journal of the …, 2022 - ACS Publications
In the pursuit of urgently needed, energy dense solid-state batteries for electric vehicle and
portable electronics applications, halide solid electrolytes offer a promising path forward with …

Overview of radiation induced point defects in silica-based optical fibers

S Girard, A Alessi, N Richard, L Martin-Samos… - Reviews in Physics, 2019 - Elsevier
Silica-based optical fibers, fiber-based devices and optical fiber sensors are today
integrated in a variety of harsh environments associated with radiation constraints. Under …

First-principles calculations for point defects in solids

C Freysoldt, B Grabowski, T Hickel, J Neugebauer… - Reviews of modern …, 2014 - APS
Point defects and impurities strongly affect the physical properties of materials and have a
decisive impact on their performance in applications. First-principles calculations have …