2023 AIChE Annual Meeting
(98f) Data-Driven Design and Characterization of Aprotic N-Heterocyclic Anion (AHA) Ionic Liquids for CO2 Capture
Authors
The large variety of possible AHA ILs which may be synthesized presents an opportunity to find an optimal candidate for many diverse CO2 capture scenarios. This potentially gives us the ability to explore complex tradeoffs between key chemical and physical properties; however, the expansive design space and nonlinear relationships for these compounds are difficult for the designer to navigate. For post-combustion capture from NGCC, a sensitivity analysis of the most influential IL properties for performance has been performed by Seo et al., identifying optimal ranges for solvent CO2 capacity, density, viscosity, and heat capacity5. Machine learning models have been developed by our group to predict the latter three properties of AHA ILs in previous work,6 but gaps remain in prediction of CO2 capacity and meaningful implementation of these models toward new solvent discovery.
In this work, we develop a framework to apply first principles calculations toward AHA IL CO2 capacity prediction, use this framework and that of our previous work to identify potentially high performance ILs, and finally synthesize and test the performance of these species. We have performed over 700 density functional theory calculations to estimate the enthalpy of the CO2 reaction with 258 unique anions. We implement a linear enthalpy correction and have fit CO2 uptake predictions to experimental data with an average error 1.5 times the experimental uncertainty. Finally, using these models we have identified and characterized several IL candidates whose properties are better than the economically competitive benchmark IL, [P2228][2CNPyr].
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(5) Seo, K.; Tsay, C.; Hong, B.; Edgar, T. F.; Stadtherr, M. A.; Baldea, M. Rate-Based Process Optimization and Sensitivity Analysis for Ionic-Liquid-Based Post-Combustion Carbon Capture. ACS Sustainable Chem. Eng. 2020, 8 (27), 10242â10258. https://doi.org/10.1021/acssuschemeng.0c03061.
(6) Keller, A. N.; Kelkar, P.; Baldea, M.; Stadtherr, M. A.; Brennecke, J. F. Thermophysical Property Prediction in Anion-Functionalized Ionic Liquids for CO2 Capture. Manuscript in Preparation. 2023.