Dispersion-corrected mean-field electronic structure methods

S Grimme, A Hansen, JG Brandenburg… - Chemical …, 2016 - ACS Publications
Mean-field electronic structure methods like Hartree–Fock, semilocal density functional
approximations, or semiempirical molecular orbital (MO) theories do not account for long …

cp2k: atomistic simulations of condensed matter systems

J Hutter, M Iannuzzi, F Schiffmann… - Wiley Interdisciplinary …, 2014 - Wiley Online Library
cp2k has become a versatile open‐source tool for the simulation of complex systems on the
nanometer scale. It allows for sampling and exploring potential energy surfaces that can be …

Restructuring of titanium oxide overlayers over nickel nanoparticles during catalysis

M Monai, K Jenkinson, AEM Melcherts, JN Louwen… - Science, 2023 - science.org
Reducible supports can affect the performance of metal catalysts by the formation of
suboxide overlayers upon reduction, a process referred to as the strong metal–support …

Quantum chemical accuracy from density functional approximations via machine learning

M Bogojeski, L Vogt-Maranto, ME Tuckerman… - Nature …, 2020 - nature.com
Kohn-Sham density functional theory (DFT) is a standard tool in most branches of chemistry,
but accuracies for many molecules are limited to 2-3 kcal⋅ mol− 1 with presently-available …

Metallic Co Nanoarray Catalyzes Selective NH3 Production from Electrochemical Nitrate Reduction at Current Densities Exceeding 2 A cm−2

X Deng, Y Yang, L Wang, XZ Fu, JL Luo - Advanced Science, 2021 - Wiley Online Library
Electrochemical nitrate reduction (NITRR) offers a promising alternative toward nitrogen
recycling and ammonia production under ambient conditions, for which highly active and …

[HTML][HTML] Machine learning potentials for metal-organic frameworks using an incremental learning approach

S Vandenhaute, M Cools-Ceuppens… - npj Computational …, 2023 - nature.com
Computational modeling of physical processes in metal-organic frameworks (MOFs) is
highly challenging due to the presence of spatial heterogeneities and complex operating …

Nucleation-mediated growth of chiral 3D organic–inorganic perovskite single crystals

G Chen, X Liu, J An, S Wang, X Zhao, Z Gu, C Yuan… - Nature Chemistry, 2023 - nature.com
Although their zero-to two-dimensional counterparts are well known, three-dimensional
chiral hybrid organic–inorganic perovskite single crystals have remained difficult because …

Catalyst support effects on hydrogen spillover

W Karim, C Spreafico, A Kleibert, J Gobrecht… - Nature, 2017 - nature.com
Hydrogen spillover is the surface migration of activated hydrogen atoms from a metal
catalyst particle, on which they are generated, onto the catalyst support. The phenomenon …

[HTML][HTML] CP2K: An electronic structure and molecular dynamics software package-Quickstep: Efficient and accurate electronic structure calculations

TD Kühne, M Iannuzzi, M Del Ben, VV Rybkin… - The Journal of …, 2020 - pubs.aip.org
CP2K is an open source electronic structure and molecular dynamics software package to
perform atomistic simulations of solid-state, liquid, molecular, and biological systems. It is …

Bypassing the Kohn-Sham equations with machine learning

F Brockherde, L Vogt, L Li, ME Tuckerman… - Nature …, 2017 - nature.com
Abstract Last year, at least 30,000 scientific papers used the Kohn–Sham scheme of density
functional theory to solve electronic structure problems in a wide variety of scientific fields …