A review on machine learning algorithms for the ionic liquid chemical space

S Koutsoukos, F Philippi, F Malaret, T Welton - Chemical science, 2021 - pubs.rsc.org
There are thousands of papers published every year investigating the properties and
possible applications of ionic liquids. Industrial use of these exceptional fluids requires …

The CL &Pol polarizable force field for the simulation of ionic liquids and eutectic solvents

K Goloviznina, Z Gong… - Wiley Interdisciplinary …, 2022 - Wiley Online Library
Molecular dynamics (MD) simulation, and theoretical chemistry in general, have been
central tools in the study of ionic liquids (ILs) and eutectic solvents, both of which are fluid …

Transferable, polarizable force field for ionic liquids

K Goloviznina, JN Canongia Lopes… - Journal of chemical …, 2019 - ACS Publications
A general, transferable, polarizable force field for molecular simulation of ionic liquids (ILs)
and their mixtures with molecular compounds is developed. This polarizable model is …

Flexibility is the key to tuning the transport properties of fluorinated imide-based ionic liquids

F Philippi, D Rauber, O Palumbo, K Goloviznina… - Chemical …, 2022 - pubs.rsc.org
Ionic liquids are becoming increasingly popular for practical applications such as biomass
processing and lithium-ion batteries. However, identifying ionic liquids with optimal …

A brief guide to the structure of high-temperature molten salts and key aspects making them different from their low-temperature relatives, the ionic liquids

S Sharma, AS Ivanov, CJ Margulis - The Journal of Physical …, 2021 - ACS Publications
High-temperature molten salt research is undergoing somewhat of a renaissance these
days due to the apparent advantage of these systems in areas related to clean and …

Study on the structural characteristics and interaction mechanisms of ionic liquid mixtures with a common imidazolium cation

R Zhao, X Xu, Y Zhou, Z Wang, Y Zhou - Journal of Molecular Liquids, 2023 - Elsevier
Recently, ionic liquid mixtures have been widely studied and successfully applied in many
fields. However, the basic knowledge of their molecular interactions is not yet fully …

Influence of electronic polarization on the structure of ionic liquids

JG McDaniel, A Yethiraj - The journal of physical chemistry letters, 2018 - ACS Publications
The liquid structure and electrical screening ability of ionic liquids are fundamentally
intertwined. The molecular nature of the charge carriers means that screening distances of …

Understanding the properties of ionic liquids: Electrostatics, structure factors, and their sum rules

JG McDaniel, A Yethiraj - The Journal of Physical Chemistry B, 2019 - ACS Publications
The properties of room-temperature ionic liquids (ILs) may be viewed as resulting from a
balance of electrostatic interactions that can be tuned at short range but constrained to …

CLIFF: A component-based, machine-learned, intermolecular force field

JB Schriber, DR Nascimento, A Koutsoukas… - The Journal of …, 2021 - pubs.aip.org
Computation of intermolecular interactions is a challenge in drug discovery because
accurate ab initio techniques are too computationally expensive to be routinely applied to …

Modeling and simulation of concentrated aqueous solutions of LiTFSI for battery applications

J Jeon, H Lee, JH Choi, M Cho - The Journal of Physical …, 2020 - ACS Publications
We propose a new nonpolarizable molecular mechanics force field for concentrated
aqueous solutions of lithium bistriflylimide (LiTFSI), a promising candidate for battery …