Machine learning for electronically excited states of molecules

J Westermayr, P Marquetand - Chemical Reviews, 2020 - ACS Publications
Electronically excited states of molecules are at the heart of photochemistry, photophysics,
as well as photobiology and also play a role in material science. Their theoretical description …

First-principles-based multiscale modelling of heterogeneous catalysis

A Bruix, JT Margraf, M Andersen, K Reuter - Nature Catalysis, 2019 - nature.com
First-principles-based multiscale models are ever more successful in addressing the wide
range of length and time scales over which material–function relationships evolve in …

High-fidelity potential energy surfaces for gas-phase and gas–surface scattering processes from machine learning

B Jiang, J Li, H Guo - The Journal of Physical Chemistry Letters, 2020 - ACS Publications
In this Perspective, we review recent advances in constructing high-fidelity potential energy
surfaces (PESs) from discrete ab initio points, using machine learning tools. Such PESs …

Computational approaches to dissociative chemisorption on metals: towards chemical accuracy

GJ Kroes - Physical Chemistry Chemical Physics, 2021 - pubs.rsc.org
We review the state-of-the-art in the theory of dissociative chemisorption (DC) of small gas
phase molecules on metal surfaces, which is important to modeling heterogeneous catalysis …

Water adsorption and dynamics on graphene and other 2D materials: computational and experimental advances

M Sacchi, A Tamtögl - Advances in physics: X, 2023 - Taylor & Francis
The interaction of water and surfaces, at molecular level, is of critical importance for
understanding processes such as corrosion, friction, catalysis and mass transport. The …

[HTML][HTML] Perspective: How to understand electronic friction

W Dou, JE Subotnik - The Journal of Chemical Physics, 2018 - pubs.aip.org
Electronic friction is a correction to the Born-Oppenheimer approximation, whereby nuclei in
motion experience a drag in the presence of a manifold of electronic states. The notion of …

Where does the energy go during the interstellar NH3 formation on water ice? A computational study

S Ferrero, S Pantaleone, C Ceccarelli… - The Astrophysical …, 2023 - iopscience.iop.org
Abstract In the coldest (10–20 K) regions of the interstellar medium, the icy surfaces of
interstellar grains serve as solid-state supports for chemical reactions. Among their plausible …

Dynamics in reactions on metal surfaces: A theoretical perspective

B Jiang, H Guo - The Journal of Chemical Physics, 2019 - pubs.aip.org
Recent advances in theoretical characterization of reaction dynamics on metal surfaces are
reviewed. It is shown that the widely available density functional theory of metals and their …

Determining the effect of hot electron dissipation on molecular scattering experiments at metal surfaces

CL Box, Y Zhang, R Yin, B Jiang, RJ Maurer - JACS Au, 2020 - ACS Publications
Nonadiabatic effects that arise from the concerted motion of electrons and atoms at
comparable energy and time scales are omnipresent in thermal and light-driven chemistry at …

Short-and long-time dynamics of hydrogen spillover from a single atom platinum active site to the Cu (111) host surface

K Gu, C Li, B Jiang, S Lin, H Guo - The Journal of Physical …, 2022 - ACS Publications
Dynamics of the dissociative chemisorption of H2 (D2) and the subsequent H*(D*) diffusion
on the Pt doped Cu (111) surface are investigated using both quasi-classical trajectory …