Machine learning for chemical reactions
M Meuwly - Chemical Reviews, 2021 - ACS Publications
Machine learning (ML) techniques applied to chemical reactions have a long history. The
present contribution discusses applications ranging from small molecule reaction dynamics …
present contribution discusses applications ranging from small molecule reaction dynamics …
Neural network potentials for chemistry: concepts, applications and prospects
Artificial Neural Networks (NN) are already heavily involved in methods and applications for
frequent tasks in the field of computational chemistry such as representation of potential …
frequent tasks in the field of computational chemistry such as representation of potential …
Transfer-learned potential energy surfaces: Toward microsecond-scale molecular dynamics simulations in the gas phase at CCSD (T) quality
The rise of machine learning has greatly influenced the field of computational chemistry and
atomistic molecular dynamics simulations in particular. One of its most exciting prospects is …
atomistic molecular dynamics simulations in particular. One of its most exciting prospects is …
High-resolution imaging of C+ He collisions using Zeeman deceleration and vacuum-ultraviolet detection
High-resolution measurements of angular scattering distributions provide a sensitive test for
theoretical descriptions of collision processes. Crossed beam experiments employing a …
theoretical descriptions of collision processes. Crossed beam experiments employing a …
High-Energy Reaction Dynamics of N3
JC Wang, JC San Vicente Veliz… - The Journal of Physical …, 2024 - ACS Publications
The atom-exchange and atomization dissociation dynamics for the N (4S)+ N2 (1Σg+)
reaction are studied using a reproducing kernel Hilbert space (RKHS)-based, global …
reaction are studied using a reproducing kernel Hilbert space (RKHS)-based, global …
Atomistic Simulations for Reactions and Vibrational Spectroscopy in the Era of Machine Learning─Quo Vadis?
M Meuwly - The Journal of Physical Chemistry B, 2022 - ACS Publications
Atomistic simulations using accurate energy functions can provide molecular-level insight
into functional motions of molecules in the gas and in the condensed phase. This …
into functional motions of molecules in the gas and in the condensed phase. This …
CO2 and NO2 formation on amorphous solid water
Context. The dynamics of molecule formation, relaxation, diffusion, and desorption on
amorphous solid water (ASW) is studied in a quantitative fashion. Aims. The formation …
amorphous solid water (ASW) is studied in a quantitative fashion. Aims. The formation …
[HTML][HTML] High-resolution imaging of molecular collisions using a Zeeman decelerator
V Plomp, Z Gao, T Cremers, M Besemer… - The Journal of …, 2020 - pubs.aip.org
We present the first crossed beam scattering experiment using a Zeeman decelerated
molecular beam. The narrow velocity spreads of Zeeman decelerated NO (X 2 Π 3/2, j= 3/2) …
molecular beam. The narrow velocity spreads of Zeeman decelerated NO (X 2 Π 3/2, j= 3/2) …
Genesis of Polyatomic Molecules in Dark Clouds: CO2 Formation on Cold Amorphous Solid Water
Understanding the formation of molecules under conditions relevant to interstellar chemistry
is fundamental to characterize the chemical evolution of the universe. Using reactive …
is fundamental to characterize the chemical evolution of the universe. Using reactive …
Quantum and quasi-classical dynamics of the C (3 P)+ O 2 (3 Σ− g)→ CO (1 Σ+)+ O (1 D) reaction on its electronic ground state
The dynamics of the C (3P)+ O2 (3Σ− g)→ CO (1Σ+)+ O (1D) reaction on its electronic
ground state is investigated by using time-dependent wave packet propagation (TDWP) and …
ground state is investigated by using time-dependent wave packet propagation (TDWP) and …