Machine learning force fields
In recent years, the use of machine learning (ML) in computational chemistry has enabled
numerous advances previously out of reach due to the computational complexity of …
numerous advances previously out of reach due to the computational complexity of …
Reactive molecular dynamics: From small molecules to proteins
M Meuwly - Wiley Interdisciplinary Reviews: Computational …, 2019 - Wiley Online Library
The current status of reactive molecular dynamics (MD) simulations is summarized. Both,
methodological aspects and applications to problems ranging from gas phase reaction …
methodological aspects and applications to problems ranging from gas phase reaction …
Toolkit for the construction of reproducing kernel-based representations of data: Application to multidimensional potential energy surfaces
In the early days of computation, slow processor speeds limited the amount of data that
could be generated and used for scientific purposes. In the age of big data, the limiting factor …
could be generated and used for scientific purposes. In the age of big data, the limiting factor …
Bayesian machine learning approach to the quantification of uncertainties on ab initio potential energy surfaces
This work introduces a novel methodology for the quantification of uncertainties associated
with potential energy surfaces (PESs) computed from first-principles quantum mechanical …
with potential energy surfaces (PESs) computed from first-principles quantum mechanical …
The C (3P)+ NO (X2Π)→ O (3P)+ CN (X2Σ+), N (2D)/N (4S)+ CO (X1Σ+) reaction: Rates, branching ratios, and final states from 15 k to 20 000 k
The C+ NO collision system is of interest in the area of high-temperature combustion and
atmospheric chemistry. In this work, full dimensional potential energy surfaces for the 2 A …
atmospheric chemistry. In this work, full dimensional potential energy surfaces for the 2 A …
Nonadiabatic effects in electronic and nuclear dynamics
The terms adiabatic and nonadiabatic, respectively, are used in many different contexts.
Whereas in classical thermodynamics, adiabatic refers to processes that occur without any …
Whereas in classical thermodynamics, adiabatic refers to processes that occur without any …
[HTML][HTML] Kinetic isotope effects and how to describe them
We review several methods for computing kinetic isotope effects in chemical reactions
including semiclassical and quantum instanton theory. These methods describe both the …
including semiclassical and quantum instanton theory. These methods describe both the …
Reactive collisions for NO (2 Π)+ N (4 S) at temperatures relevant to the hypersonic flight regime
The NO (X2Π)+ N (4S) reaction which occurs entirely in the triplet manifold of N2O is
investigated using quasiclassical trajectories and quantum simulations. Fully-dimensional …
investigated using quasiclassical trajectories and quantum simulations. Fully-dimensional …
Dynamics on multiple potential energy surfaces: quantitative studies of elementary processes relevant to hypersonics
The determination of thermal and vibrational relaxation rates of triatomic systems suitable for
application in hypersonic model calculations is discussed. For this, potential energy surfaces …
application in hypersonic model calculations is discussed. For this, potential energy surfaces …
Three-body potential energy surface for para-hydrogen
A Ibrahim, PN Roy - The Journal of Chemical Physics, 2022 - pubs.aip.org
We present a 3D isotropic ab initio three-body (para-H 2) 3 interaction potential energy
surface (PES). The electronic structure calculations are carried out at the correlated coupled …
surface (PES). The electronic structure calculations are carried out at the correlated coupled …