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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 …
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 …
Roadmap on dynamics of molecules and clusters in the gas phase
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 …
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
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 …
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
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 …
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
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 …
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 …
detailed statistical modeling can be used to derive dynamical information about transition …
Solvent effects on the Menshutkin reaction
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 …
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
Recent advances in experimental methodology enabled studies of the quantum-state-and
conformational dependence of chemical reactions under precisely controlled conditions in …
conformational dependence of chemical reactions under precisely controlled conditions in …
Thermal and Vibrationally Activated Decomposition of the syn-CH3CHOO Criegee Intermediate
The full reaction pathway between the syn-CH3CHOO Criegee Intermediate via vinyl
hydroxyperoxide (VHP) to CH2COH+ OH is followed for vibrationally excited and thermally …
hydroxyperoxide (VHP) to CH2COH+ OH is followed for vibrationally excited and thermally …