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Principal component analysis of morphological descriptors for monitoring surface defects induced by thermal shock

Authors :
Tatjana Volkov-Husović
Dragomir Glišić
Milica Vlahović
Sanja Martinović
Marija M. Vuksanović
Maja Gajić-Kvaščev
Source :
Journal of the European Ceramic Society
Publication Year :
2021
Publisher :
Elsevier BV, 2021.

Abstract

Pattern recognition techniques are applied to various morphological descriptors to monitor the formation and propagation of surface defects of materials subjected to thermal shock. A low-cement high-alumina castable was synthesized, cured, sintered, and exposed to thermal stability testing using the water quench test. After a certain number of thermal shock cycles, photographs of the samples’ surfaces were taken and subjected to image analysis. The influence of the sintering temperature on the morphology of the detected defects was studied using principal component analysis (PCA) as a pattern recognition technique that is the most informative for extracting possible differences. The morphological descriptors of the defects correspond to the previous results regarding the influence of sintering temperature on the structure of a castable during thermal shocks.

Details

ISSN :
09552219
Volume :
41
Database :
OpenAIRE
Journal :
Journal of the European Ceramic Society
Accession number :
edsair.doi.dedup.....6397e97f3f21e40aabf536e573ea39f3
Full Text :
https://doi.org/10.1016/j.jeurceramsoc.2021.08.058