Machine learning force fields

OT Unke, S Chmiela, HE Sauceda… - Chemical …, 2021 - ACS Publications
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 …

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 …

Roadmap on dynamics of molecules and clusters in the gas phase

H Zettergren, A Domaracka, T Schlathölter… - The European Physical …, 2021 - Springer
This roadmap article highlights recent advances, challenges and future prospects in studies
of the dynamics of molecules and clusters in the gas phase. It comprises nineteen …

Transfer learning to CCSD (T): Accurate anharmonic frequencies from machine learning models

S Kaser, ED Boittier, M Upadhyay… - Journal of Chemical …, 2021 - ACS Publications
The calculation of the anharmonic modes of small-to medium-sized molecules for assigning
experimentally measured frequencies to the corresponding type of molecular motions is …

[HTML][HTML] Asparagus: A toolkit for autonomous, user-guided construction of machine-learned potential energy surfaces

K Töpfer, LI Vazquez-Salazar, M Meuwly - Computer Physics …, 2025 - Elsevier
With the establishment of machine learning (ML) techniques in the scientific community, the
construction of ML potential energy surfaces (ML-PES) has become a standard process in …

Transfer learned potential energy surfaces: accurate anharmonic vibrational dynamics and dissociation energies for the formic acid monomer and dimer

S Käser, M Meuwly - Physical Chemistry Chemical Physics, 2022 - pubs.rsc.org
The vibrational dynamics of the formic acid monomer (FAM) and dimer (FAD) is investigated
from machine-learned potential energy surfaces at the MP2 (PESMP2) and transfer-learned …

Old School Techniques with Modern Capabilities: Kinetics Determination of Dynamical Information Such as Barriers, Multiple Entrance Channel Complexes, Product …

SG Ard, AA Viggiano, NS Shuman - The Journal of Physical …, 2021 - ACS Publications
We show how the powerful combination of temperature-dependent kinetics coupled with
detailed statistical modeling can be used to derive dynamical information about transition …

Solvent effects on the Menshutkin reaction

HT Turan, S Brickel, M Meuwly - The Journal of Physical Chemistry …, 2022 - ACS Publications
The Menshutkin reaction is a methyl transfer reaction relevant in fields ranging from
biochemistry to chemical synthesis. In the present work, the energetics and solvent …

Conformational and state-specific effects in reactions of 2, 3-dibromobutadiene with Coulomb-crystallized calcium ions

A Kilaj, S Käser, J Wang, P Straňák… - Physical Chemistry …, 2023 - pubs.rsc.org
Recent advances in experimental methodology enabled studies of the quantum-state-and
conformational dependence of chemical reactions under precisely controlled conditions in …

Thermal and Vibrationally Activated Decomposition of the syn-CH3CHOO Criegee Intermediate

M Upadhyay, M Meuwly - ACS Earth and Space Chemistry, 2021 - ACS Publications
The full reaction pathway between the syn-CH3CHOO Criegee Intermediate via vinyl
hydroxyperoxide (VHP) to CH2COH+ OH is followed for vibrationally excited and thermally …