Novel method for predicting the cracks of oxide scales during high temperature oxidation of metals and alloys by using machine learning

Novel method for predicting the cracks of oxide scales during high temperature oxidation of metals and alloys by using machine learning

Abstract Material degradation is one of the main problems in various high-temperature processes, directly resulting in the failure of the material. Crack and protective oxide film spallation caused either by mechanical stress development in the oxidation process or thermal stress due to a mismatch o...

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Main Authors: Rathachai Chawuthai, Teeratat Promchan, Jularak Rojsanga, Somrerk Chandra-ambhorn, Thanasak Nilsonthi, Patthranit Wongpromrat, Eakarach Bumrungthaichaichan, Amata Anantpinijwatna
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
Subjects:
Spallation
Prediction
Machine learning
High temperature oxidation
Online Access:https://doi.org/10.1038/s41598-025-91449-3
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