May 16, 2025
Journal Article

Parsimonious viscosity-composition relationships for high-temperature multicomponent glass melts

Abstract

The activation energy of glass melt viscosity is nearly constant at temperatures at which viscosity is less than 100 Pa s. Provided that the preexponential factor is a composition-independent constant and, thus, only the activation energy is a function of composition, viscosity-composition relationships of utmost simplicity can be formulated. Such relationships provide a welcome advantage in computational fluid dynamics modeling of glass melting furnaces, especially those processing highly multicomponent glasses. Using a dataset with over 3 thousand viscosity values acquired experimentally for a temperature and composition region of low-activity nuclear waste glasses containing over forty components, we have generated three linear models for viscosity as a function of temperature and composition. By identifying twenty glass viscosity-influencing components, Model A quantifies the effects of even relatively minor components, such as Cl, Cr2O3, F, P2O5, SO3, SnO2, TiO2, or V2O5. Such effects are mostly reported in the literature only qualitatively. Model B achieves a similar prediction accuracy after setting aside volatile components (Cl, F), whose concentrations may vary during glass processing, and Cr2O3 because of its standard error of determined component coefficient. A parsimonious Model C reduces the number of viscosity-influencing components to a mere seven: Al2O3, B2O3, CaO, Li2O, Na2O, SiO2, and Others. In each model, the Others component summarizes the fractions of the remaining components. For all three models, the component coefficients are determined with a high confidence (low standard error) and a high coefficient of determination: 0.972 for Model A, 0.970 for Model B, and 0.949 for Model C.

Published: May 16, 2025

Citation

Ferkl P., P.R. Hrma, and A.A. Kruger. 2022. Parsimonious viscosity-composition relationships for high-temperature multicomponent glass melts. Journal of Asian Ceramic Societies 10, no. 1:83–98. PNNL-SA-165123. doi:10.1080/21870764.2021.2012903