To predict the vapor pressure of ALD precursors, we calculated adsorption free energies using the uMLIP (PFP). By fitting adsorption data for various surfaces to a planar equation, we identified a strong correlation between the derived thermodynamic coefficients and the Antoine parameters, particularly the heat of vaporization term (B). A regression model based on this method accurately reproduced experimental values for precursors such as Co prcursor. This approach serves as a useful novel screening method for predicting bulk properties from adsorption behavior.
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