Generalized molecular solvation in non-aqueous solutions by a single parameter implicit solvation scheme

C Hille, S Ringe, M Deimel, C Kunkel… - The Journal of …, 2019 - pubs.aip.org
… In computer simulations of solvation effects on chemical reactions, continuum modeling
As effective techniques, such implicit solvation models always depend on a number of …

[HTML][HTML] Improved prediction of solvation free energies by machine-learning polarizable continuum solvation model

A Alibakhshi, B Hartke - Nature Communications, 2021 - nature.com
… developed in the present study improve the accuracy of widely accepted continuum solvation
models by almost one order of magnitude with almost no additional computational costs. A …

Methods To Improve the Calculations of Solvation Model Density Solvation Free Energies and Associated Aqueous pKa Values: Comparison between Choosing an …

L Xu, ML Coote - The Journal of Physical Chemistry A, 2019 - ACS Publications
… Many approaches have been used to improve the accuracy of implicit solvent models … , and
changing the level of theory for the solvation calculations. Here, we compare these strategies …

Machine learning-guided approach for studying solvation environments

Y Basdogan, MC Groenenboom… - Journal of chemical …, 2019 - ACS Publications
… of solvation environments are often needed across chemistry, biology, and engineering.
Toward practical modeling of local solvationapproach for calculating single-ion solvation free …

[HTML][HTML] Solvation energies of ions with ensemble cluster-continuum approach

L Tomaník, E Muchová, P Slavíček - Physical Chemistry Chemical …, 2020 - pubs.rsc.org
… exhibited slightly larger deviations because the models have never been … for solvation
free energies. In general, the dielectric models are constructed as “universalsolvation models; …

[HTML][HTML] Recent Developments of Computational Methods for pKa Prediction Based on Electronic Structure Theory with Solvation Models

R Fujiki, T Matsui, Y Shigeta, H Nakano, N Yoshida - J, 2021 - mdpi.com
… structure calculations with solvation models. The charge of the … Here, we review two solvation
models: the continuum model, … Specifically, we review two different solvation models: the …

Solvent-aware interfaces in continuum solvation

O Andreussi, NG Hormann, F Nattino… - Journal of chemical …, 2019 - ACS Publications
… In examining smooth continuum solvation models, we will be … approaches, for the sake of
providing specific examples and to simplify the discussion, we will here focus on two models

The Born model can accurately describe electrostatic ion solvation

TT Duignan, XS Zhao - Physical Chemistry Chemical Physics, 2020 - pubs.rsc.org
… The best approach to modelling these real ions we believe is to find the closest model
forcefield to the true interactions so that the real hydration structure is matched as closely as …

Graph-based approaches for predicting solvation energy in multiple solvents: open datasets and machine learning models

L Ward, N Dandu, B Blaiszik, B Narayanan… - The Journal of …, 2021 - ACS Publications
… Here, we develop machine learning models of solvation energies to … models that require
only the molecular graph as inputs. Our models are trained on a new database of solvation

Group contribution and machine learning approaches to predict Abraham solute parameters, solvation free energy, and solvation enthalpy

Y Chung, FH Vermeire, H Wu, PJ Walker… - … and Modeling, 2022 - ACS Publications
… Extensive data sets containing 8366 solute parameters, 20,253 solvation free energies,
and 6322 solvation enthalpies are compiled in this work to train the models. The three models