Predicting and parameterizing the glass transition temperature of atmospheric organic aerosol components via molecular dynamics simulations
Authors/Creators
Description
Atmospheric aerosols contain thousands of organic compounds that exhibit an array of functionalities, structures and characteristics. Quantifying the role of these organic aerosols in climate and air quality requires an understanding of their physical properties. A key property determining their behavior is the glass transition temperature (Tg). Tg defines the phase state of aerosols, which in turn influences crucial aerosol processes. Molecular Dynamics (MD) simulations were implemented to predict Tg of a range of atmospheric organic compounds. The predictions were used to develop a Tg parameterization. The predictions and the parameterization link Tg with molecular characteristics such as the type and number of functional groups present in the molecule, its architecture, as well its carbon and oxygen content. The MD simulations suggest that Tg is sensitive to the functional groups in the organic molecule with the following order: –COOH > –OH > –CO. This trend is maintained even when more than one of these functional groups is present in a molecule. Molecular structure was also found to play a significant role. Cyclic structures exhibited consistently higher predicted Tg values compared to linear counterparts. Tg, as expected, increased as the number of carbon atoms increased. The parameterization was evaluated using a leave-one-out approach, providing insights into the contributions of various molecular features.
Technical info
The files contain:
1) input structures of all the organic compounds investigated (filename compounds)
2) the scripts used for the simulations (filename scripts)
3) the parameter files with the setups used for the simulations (filename parameter files)
4) the analysis for the robustness of the parameterization (Coefficients_PLS.xlsx)
5) the general data of the compiled dataset (Tg_parameterization.xlsx)
Files
compounds.zip
Files
(140.1 MB)
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