Registration Number
0224U002399,
0122U000952
, R & D reports
Title
Development of a scientific basis for the creation of multifunctional oxide ceramic materials and coatings
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Head
Duriahina Zoia А., Доктор технічних наук
Registration Date
13-02-2024
Organization
Lviv Polytechnic National University
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The mechanical characteristics of ceramics modified with oxides of magnesium, aluminum, yttrium, cobalt, cerium, and iron were determined. The results of tests on the strength, hardness, and fracture toughness (crack resistance) of the studied ceramics are presented, and the influence of sintering modes on these mechanical properties is analyzed. Three sets of experimentally determined data were collected to predict zirconia ceramics' hardness, strength, and fracture toughness based on the given chemical composition, phase composition, microstructure features, and sintering temperature. The hardness, strength, and fracture toughness of zirconia ceramics were simulated using 5 ensemble machine learning methods. The highest prediction accuracy of each of the three mechanical properties was established using ensemble methods of the boosting class (CatBoost, AdaBoost, and XGBoost).
Product Description
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Bohun Lidiia I.
Vavrukh Valentyna I.
Vasyliv Bohdan D.
Klym Halyna I.
Kovbasiuk Taras M.
Kulyk Volodymyr V.
Kushpir Vasyl I.
Lemishka Ihor A.
Lyutyy Pavlo Ya.
Tepla Tetiana L
Trostianchyn Andrii M.
Shevchuk Vira H.
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2024-02-13
