Abstract

Ionic liquids have a broad spectrum of applications ranging from gas separation to sensors and pharmaceuticals. Rational selection of the constituent ions is key to achieving tailor-made materials with functional properties. To facilitate the discovery of new ionic liquids for sustainable applications, we have created a virtual library of over 8 million synthetically feasible ionic liquids. Each structure has been evaluated for their-task suitability using data-driven statistical models calculated for 12 highly relevant properties: melting point, thermal decomposition, glass transition, heat capacity, viscosity, density, cytotoxicity, CO 2 solubility, surface tension, and electrical and thermal conductivity. For comparison, values of six properties computed using quantum chemistry based equilibrium thermodynamics COSMO-RS methods are also provided. We believe the data set will be useful for future efforts directed towards targeted synthesis and optimization.

Highlights

  • Ionic liquids (ILs) comprised of cations and anions provide a widely applicable set of building blocks for advanced functional materials

  • Demonstrated applications include coatings and lubricants [1], pharmaceuticals [2], fuel cells [3], and catalysis [4]. Desirable properties such as high thermal and electrochemical stabilities, together with a negligible volatility, make them well-suited for developing novel and innovative materials

  • With a view to expedite task-specific ionic liquid discovery, we have assembled a large library of ionic liquids spanning nine different cation scaffolds: ammonium, imidazolium, phosphonium, piperidinium, pyridinium, pyrrolidinium, morpholinium, azepanium and sulphonium

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Summary

Introduction

Ionic liquids (ILs) comprised of cations (mostly organic) and anions (both organic and inorganic) provide a widely applicable set of building blocks for advanced functional materials. With a view to expedite task-specific ionic liquid discovery, we have assembled a large library of ionic liquids spanning nine different cation scaffolds: ammonium, imidazolium, phosphonium, piperidinium, pyridinium, pyrrolidinium, morpholinium, azepanium and sulphonium These are combined with a diverse set of anions (alkylsulphonates, phenolates, phosphates, triazolides, HF6 , BF4 ) yielding over 8 million compounds. Calculations and has been shown to fail as much as it succeeds [23] It remains a popular choice for ionic liquid-based screening [24,25,26] and is likely to improve with better parameterization [27]. The database can be expanded by way of progressively adding new structures and associated properties We expect this repository to be a playground for future work in this active research area

Workflow
Ionic Liquid Library
Graphical Summary of the Data Set
Machine Learning
COSMO-RS Evaluation
Findings
Database Exploration and Use
Full Text
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