Ionic liquids are good candidates as the main component of safe electrolytes for high-energy lithium-ion batteries. The identification of a reliable algorithm to estimate the electrochemical stability of ionic liquids can greatly speed up the discovery of suitable anions able to sustain high potentials. In this work, we critically assess the linear dependence of the anodic limit from the HOMO level of 27 anions, whose performances have been experimentally investigated in the previous literature. A limited r Pearson’s value of ≈0.7 is found even with the most computationally demanding DFT functionals. A different model considering vertical transitions in a vacuum between the charged state and the neutral molecule is also exploited. In this case, the best-performing functional (M08-HX) provides a Mean Squared Error (MSE) of 1.61 V2 on the 27 anions here considered. The ions which give the largest deviations are those with a large value of the solvation energy, and therefore, an empirical model that linearly combines the anodic limit calculated by vertical transitions in a vacuum and in a medium with a weight dependent on the solvation energy is proposed for the first time. This empirical method can decrease the MSE to 1.29 V2 but still provides an r Pearson’s value of ≈0.72.

Some Considerations about the Anodic Limit of Ionic Liquids Obtained by Means of DFT Calculations / Paolone, A.; Di Muzio, S.; Palumbo, O.; Brutti, S.. - In: ENTROPY. - ISSN 1099-4300. - 25:5(2023). [10.3390/e25050793]

Some Considerations about the Anodic Limit of Ionic Liquids Obtained by Means of DFT Calculations

Paolone A.
Primo
;
Di Muzio S.;Palumbo O.;Brutti S.
Ultimo
2023

Abstract

Ionic liquids are good candidates as the main component of safe electrolytes for high-energy lithium-ion batteries. The identification of a reliable algorithm to estimate the electrochemical stability of ionic liquids can greatly speed up the discovery of suitable anions able to sustain high potentials. In this work, we critically assess the linear dependence of the anodic limit from the HOMO level of 27 anions, whose performances have been experimentally investigated in the previous literature. A limited r Pearson’s value of ≈0.7 is found even with the most computationally demanding DFT functionals. A different model considering vertical transitions in a vacuum between the charged state and the neutral molecule is also exploited. In this case, the best-performing functional (M08-HX) provides a Mean Squared Error (MSE) of 1.61 V2 on the 27 anions here considered. The ions which give the largest deviations are those with a large value of the solvation energy, and therefore, an empirical model that linearly combines the anodic limit calculated by vertical transitions in a vacuum and in a medium with a weight dependent on the solvation energy is proposed for the first time. This empirical method can decrease the MSE to 1.29 V2 but still provides an r Pearson’s value of ≈0.72.
2023
anodic stability; DFT calculations; ionic liquids; machine learning; QSAR
01 Pubblicazione su rivista::01a Articolo in rivista
Some Considerations about the Anodic Limit of Ionic Liquids Obtained by Means of DFT Calculations / Paolone, A.; Di Muzio, S.; Palumbo, O.; Brutti, S.. - In: ENTROPY. - ISSN 1099-4300. - 25:5(2023). [10.3390/e25050793]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1686587
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