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Title: Modeling of ternary ion exchange and stress evolution in lithium-containing glass
Authors: Xu, J 
Zhang, Y 
Zhang, Y
Lin, C
Gao, Z
Ruan, H 
Issue Date: Mar-2025
Source: Journal of the American Ceramic Society, Mar. 2025, v. 108, no. 3, e20217
Abstract: A computational model of ternary ion exchange (IOX) for strengthening glass is proposed to predict the cation concentration and residual stress distributions in glass after ternary IOX. The comparison between theoretical predictions and experimental results indicated the validates the model. Additionally, it provides a method to determine ion diffusivity and volume expansion through ternary IOX experiments. Simulations of K–Na–Li ternary IOX were conducted using the parameters calibrated based on experimental results from a thick silicate glass. Then the process parameters were changed to clarify their influences. Key findings reveal that for thick glass (where lateral expansion is negligible), the optimum ratio of K+ and Na+ concentrations in a molten salt is 2:1. We further consolidate the effects of process parameters by training a neural network (NN) and demonstrate that the NN can be a surrogate model to replace the time-consuming simulations, which could be more adaptable by the glass industry.
Keywords: Glass
Ion exchange
Mechano-electrochemical modeling
Neural network
Publisher: Wiley-Blackwell Publishing, Inc.
Journal: Journal of the American Ceramic Society 
ISSN: 0002-7820
EISSN: 1551-2916
DOI: 10.1111/jace.20217
Rights: This is an open access article under the terms of the Creative Commons Attribution-NonCommercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
© 2024 The Author(s). Journal of the American Ceramic Society published by Wiley Periodicals LLC on behalf of American Ceramic Society.
The following publication Xu J, Zhang Y, Zhang Y, Lin C, Gao Z, Ruan H. Modeling of ternary ion exchange and stress evolution in lithium-containing glass. J Am Ceram Soc. 2025; 108:e20217 is available at https://doi.org/10.1111/jace.20217.
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