2023
DOI: 10.1021/acs.jpcb.3c02064
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N-Heterocyclic Carbene Formation in the Ionic Liquid [EMIM+][OAc]: Elucidating Solvation Effects with Reactive Molecular Dynamics Simulations

Abstract: Recent experimental and theoretical work has debated whether N-heterocyclic carbenes (NHCs) are natively present in imidazolium-based ionic liquids (ILs) such as 1-ethyl-3-methylimidazolium acetate ([EMIM+]­[OAc–]) at room temperature. Because NHCs are powerful catalysts, determining their presence within imidazolium-based ILs is important, but experimental characterization is difficult due to the transient nature of the carbene species. Because the carbene formation reaction involves acid–base neutralization … Show more

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“…Given the emergence of neural-network force fields, recent work has also considered fitting the off-diagonals in the EVB Hamiltonian to a neural network that is trained on ab initio data from the transition state region. , A neural network reflects a universal approximator for the off-diagonal potential that may better capture effects that are not considered by a predefined analytic form. This provides a key alternative to empirical functional forms for when the nature of the interaction potential is not well-known, or is poorly described by a simple analytic form.…”
Section: Methodsmentioning
confidence: 99%
“…Given the emergence of neural-network force fields, recent work has also considered fitting the off-diagonals in the EVB Hamiltonian to a neural network that is trained on ab initio data from the transition state region. , A neural network reflects a universal approximator for the off-diagonal potential that may better capture effects that are not considered by a predefined analytic form. This provides a key alternative to empirical functional forms for when the nature of the interaction potential is not well-known, or is poorly described by a simple analytic form.…”
Section: Methodsmentioning
confidence: 99%