Forward versus inverse design of Al-Si-Mg-Cu alloys targeting peak comprehensive mechanical properties: A comparative study integrating computational thermodynamics and active learning
Siyuan Cheng, Wang Yi, Mingzong Zhang, Tianchuang Gao, Lijun Zhang, Lijun Zhang
Topics & Concepts
Materials scienceMicrostructureAlloyInverseDuctility (Earth science)InterpretabilityMaterial DesignBrittlenessRobustness (evolution)ThermodynamicsMaterial propertiesOptimal designRational designMechanical engineeringComputer scienceWork (physics)Mathematical optimizationTitanium alloyMechanical designInverse problemDesign of experimentsProcess designInverse methodEngineering design processConsistency (knowledge bases)CALPHADPhase (matter)Mechanical systemShape-memory alloyAluminum Alloy Microstructure PropertiesMicrostructure and mechanical propertiesMetallurgy and Material Forming