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Machine learning-based phase prediction in high-entropy alloys: further optimization of feature engineering

Guiyang Liu, Qingqing Wu, Yong Ma, Jin Huang, Quan Xie, Qingquan Xiao, Tinghong Gao

2025Journal of Materials Science12 citationsDOI

Topics & Concepts

Materials scienceSolid mechanicsHigh entropy alloysFeature engineeringArtificial intelligenceFeature (linguistics)Entropy (arrow of time)Machine learningPhase (matter)Pattern recognition (psychology)ThermodynamicsComputer scienceMetallurgyMicrostructureComposite materialDeep learningPhysicsPhilosophyQuantum mechanicsLinguisticsHigh Entropy Alloys StudiesAdditive Manufacturing Materials and ProcessesHigh-Temperature Coating Behaviors
Machine learning-based phase prediction in high-entropy alloys: further optimization of feature engineering | Litcius