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 …
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 …
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 …
[HTML][HTML] Potential energy surfaces for high-energy N+ O2 collisions
Potential energy surfaces for high-energy collisions between an oxygen molecule and a
nitrogen atom are useful for modeling chemical dynamics in shock waves. In the present …
nitrogen atom are useful for modeling chemical dynamics in shock waves. In the present …
Formation of N(2D) from Hyperthermal Collisions between O(3P) and NO(X2Π)
D Lu, M González, H Guo - The Journal of Physical Chemistry A, 2023 - ACS Publications
Hyperthermal collisions between O (3P) and NO (X2Π) could lead to the formation of the first
electronically excited atomic nitrogen (N (2D)), which plays a key role in plasma formation in …
electronically excited atomic nitrogen (N (2D)), which plays a key role in plasma formation in …
The N (4S)+ O2 (X3Sigma) O (3P)+ NO (X2Pi) reaction: thermal and vibrational relaxation rates for the 2A', 4A'and 2A''states
JC San Vicente Veliz, D Koner, M Schwilk… - Physical Chemistry …, 2020 - edoc.unibas.ch
The kinetics and vibrational relaxation of the N (4S)+ O2 (X3Sigma-g) O (3P)+ NO (X2Pi)
reaction is investigated over a wide temperature range based on quasiclassical trajectory …
reaction is investigated over a wide temperature range based on quasiclassical trajectory …
[HTML][HTML] Vibrational energy transfer and dissociation in O2–N2 collisions at hyperthermal temperatures
DA Andrienko, ID Boyd - The Journal of chemical physics, 2018 - pubs.aip.org
Simulation of vibrational energy transfer and dissociation in O 2–N 2 collisions is conducted
using the quasi-classical trajectory method on an ab initio potential energy surface …
using the quasi-classical trajectory method on an ab initio potential energy surface …
Experimental and Theoretical Studies of Hyperthermal N + O2 Collisions
A Caracciolo, JC San Vicente Veliz, D Lu… - The Journal of …, 2023 - ACS Publications
The dynamics of hyperthermal N (4S)+ O2 collisions were investigated both experimentally
and theoretically. Crossed molecular beams experiments were performed at an average …
and theoretically. Crossed molecular beams experiments were performed at an average …
Reactive molecular dynamics for the [Cl–CH3–Br]− reaction in the gas phase and in solution: a comparative study using empirical and neural network force fields
The nucleophilic substitution reaction [Cl–CH 3–Br]− is used for a comparative study of
several reactive molecular dynamics schemes in the gas phase and in solution. Multi …
several reactive molecular dynamics schemes in the gas phase and in solution. Multi …