A review on Machine learning aspect in physics and mechanics of glasses

J Singh, S Singh - Materials Science and Engineering: B, 2022 - Elsevier
The glass science and technology is a rapidly developing field which is focused on
development of new glasses with excellent properties. Glasses are the non-crystalline …

Topological origins of the mixed alkali effect in glass

CJ Wilkinson, AR Potter, RS Welch… - The Journal of …, 2019 - ACS Publications
The mixed alkali effect, the deviation from expected linear property changes when alkali ions
are mixed in a glass, remains a point of contention in the glass community. While several …

Structural investigation of lithium borate glasses by Raman spectroscopy: Quantitative evaluation of structural units and its correlation with density

L Song, Y Wang, AC Hannon, S Feller, W Li… - Journal of Non …, 2023 - Elsevier
Lithium borate glass is a widely studied system, mainly due to its good ionic conductivity,
thermal conductivity and thermoluminescence properties. The properties of lithium borate …

Statistical mechanical modeling of glass-forming systems: A practical review considering an example calcium silicate system

CJ Wilkinson, CL Trivelpiece, JC Mauro - Current Opinion in Solid State …, 2022 - Elsevier
Abstract The Glass Genome has only started to be explored. To advance the next generation
design of glasses, both physics-informed and data-driven models must be widely available …

Structure and Properties of Borate Glasses

B Topper, D Möncke - 2022 - books.rsc.org
Boron oxide is one of the classic glass formers along with silicon dioxide and phosphorous
pentoxide–and a couple of less common glass-forming oxides such as GeO2 or TeO2 …

Data-driven predictive models for chemical durability of oxide glass under different chemical conditions

Y Zhang, A Li, B Deng, KK Hughes - npj Materials Degradation, 2020 - nature.com
We conducted a comprehensive study to investigate the performance of various machine-
learning models in predicting the chemical durability of oxide glasses under different …

Lithium ion sites and their contribution to the ionic conductivity of RLi2O-B2O3 glasses with R≤ 1.85

A Ruckman, G Beckler, W Guthrie, M Jesuit, M Boyd… - Solid State Ionics, 2021 - Elsevier
The ionic conductivity in lithium borate glasses RLi 2 OB 2 O 3 is believed to be related to
the number of loose lithium ions, calculated using the topological constraint theory …

X-ray induced dynamics in borate glasses with different network connectivity

G Pintori, G Baldi, F Dallari, A Martinelli, M Sprung… - Physical Review B, 2022 - APS
Hard x rays induce atomic dynamics in oxide glasses at doses low enough that the average
structure is unchanged. X-ray photon correlation spectroscopy is used here to study this …

Application of topological constraint theory to alkali borate and silicate glass systems

N Keninger, S Feller - Journal of Non-Crystalline Solids, 2024 - Elsevier
Abstract Principles of Topological Constraint Theory (TCT) were applied to alkali borate and
silicate glass systems using intermediate range structural models over wide compositional …

Structure dependence of Poisson's ratio in cesium silicate and borate glasses

MB Østergaard, MS Bødker, MM Smedskjaer - Materials, 2020 - mdpi.com
In glass materials, Poisson's ratio (ν) has been proposed to be correlated with a variety of
features, including atomic packing density (C g), liquid fragility (m), and network connectivity …