Neural network potentials for chemistry: concepts, applications and prospects

S Käser, LI Vazquez-Salazar, M Meuwly, K Töpfer - Digital Discovery, 2023 - pubs.rsc.org
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 …

CHARMM at 45: Enhancements in accessibility, functionality, and speed

W Hwang, SL Austin, A Blondel… - The Journal of …, 2024 - ACS Publications
Since its inception nearly a half century ago, CHARMM has been playing a central role in
computational biochemistry and biophysics. Commensurate with the developments in …

Accurate reproducing kernel-based potential energy surfaces for the triplet ground states of N 2 O and dynamics for the N+ NO↔ O+ N 2 and N 2+ O→ 2N+ O …

D Koner, JCSV Veliz, RJ Bemish… - Physical Chemistry …, 2020 - pubs.rsc.org
Accurate potential energy surfaces (PESs) have been determined for the 3A′ and 3A′′
states of N2O using electronic structure calculations at the multireference configuration …

Reactive, inelastic, and dissociation processes in collisions of atomic nitrogen with molecular oxygen

F Esposito, I Armenise - The Journal of Physical Chemistry A, 2021 - ACS Publications
Collisions of atomic nitrogen with molecular oxygen have been treated with the
quasiclassical trajectory method (QCT) in order to obtain a complete database of …

Non-conventional force fields for applications in spectroscopy and chemical reaction dynamics

D Koner, SM Salehi, P Mondal… - The Journal of chemical …, 2020 - pubs.aip.org
Extensions and improvements of empirical force fields are discussed in view of applications
to computational vibrational spectroscopy and reactive molecular dynamics simulations …

CO2 and NO2 formation on amorphous solid water

M Upadhyay, M Meuwly - Astronomy & Astrophysics, 2024 - aanda.org
Context. The dynamics of molecule formation, relaxation, diffusion, and desorption on
amorphous solid water (ASW) is studied in a quantitative fashion. Aims. The formation …

[HTML][HTML] Quantum-kinetic chemistry model with an anharmonic oscillator model: Model extension and validation

CHB Civrais, C White, R Steijl - Physics of Fluids, 2024 - pubs.aip.org
This work proposes an extended version of the quantum-kinetic chemistry models, aiming to
accurately reproduce experimental measurements and high-fidelity calculations in both …

Machine learning for observables: Reactant to product state distributions for atom–diatom collisions

J Arnold, D Koner, S Käser, N Singh… - The Journal of …, 2020 - ACS Publications
Machine learning based models to predict product state distributions from a distribution of
reactant conditions for atom–diatom collisions are presented and quantitatively tested. The …

Thermal activation of methane by MgO+: temperature dependent kinetics, reactive molecular dynamics simulations and statistical modeling

BC Sweeny, H Pan, A Kassem, JC Sawyer… - Physical Chemistry …, 2020 - pubs.rsc.org
The kinetics of MgO++ CH4 was studied experimentally using the variable ion source,
temperature adjustable selected ion flow tube (VISTA-SIFT) apparatus from 300–600 K and …

Quantitative molecular simulations

K Töpfer, M Upadhyay, M Meuwly - Physical Chemistry Chemical …, 2022 - pubs.rsc.org
All-atom simulations can provide molecular-level insights into the dynamics of gas-phase,
condensed-phase and surface processes. One important requirement is a sufficiently …