TY - JOUR
T1 - Experimental analysis and modeling of the Knoop hardness of lithium disilicate glass-ceramics containing lithium tantalate as a secondary phase
AU - DeCeanne, Anthony V.
AU - Fry, Aubrey L.
AU - Wilkinson, Collin J.
AU - Dittmer, Marc
AU - Ritzberger, Christian
AU - Rampf, Markus
AU - Mauro, John C.
N1 - Publisher Copyright:
© 2022 Elsevier B.V.
PY - 2022/6/1
Y1 - 2022/6/1
N2 - The present study examines the Knoop hardness (HK) via microindentation of lithium disilicate (LD) glass-ceramics that contain lithium tantalate (LT) as a secondary phase. A 64-sample data set was analyzed to study the relationship between the phase assemblage and the mechanical property. It was found that the HK was dependent on the phase assemblage in a similar manner as previously acquired phase and color data on the same system. The HK data was used to train a linear model to predict the heat treatment needed to acquire a desired HK value. The model allowed us to identify that LT is the best phase to increase the hardness of the sample per XRD count.
AB - The present study examines the Knoop hardness (HK) via microindentation of lithium disilicate (LD) glass-ceramics that contain lithium tantalate (LT) as a secondary phase. A 64-sample data set was analyzed to study the relationship between the phase assemblage and the mechanical property. It was found that the HK was dependent on the phase assemblage in a similar manner as previously acquired phase and color data on the same system. The HK data was used to train a linear model to predict the heat treatment needed to acquire a desired HK value. The model allowed us to identify that LT is the best phase to increase the hardness of the sample per XRD count.
UR - http://www.scopus.com/inward/record.url?scp=85125949932&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85125949932&partnerID=8YFLogxK
U2 - 10.1016/j.jnoncrysol.2022.121540
DO - 10.1016/j.jnoncrysol.2022.121540
M3 - Article
AN - SCOPUS:85125949932
SN - 0022-3093
VL - 585
JO - Journal of Non-Crystalline Solids
JF - Journal of Non-Crystalline Solids
M1 - 121540
ER -