Multi-objective materials bayesian optimization with active learning of design constraints: Design of ductile refractory multi-principal-element alloys
Danial Khatamsaz, Brent Vela, Prashant Singh, D. D. Johnson, Douglas Allaire, Raymundo Arróyave
Topics & Concepts
Bayesian optimizationMaterials scienceDuctility (Earth science)Material DesignConstraint (computer-aided design)Mathematical optimizationDensity functional theoryMetric (unit)Computer scienceMechanical engineeringComposite materialMathematicsEngineeringOperations managementComputational chemistryChemistryCreepMachine Learning in Materials ScienceHydrogen embrittlement and corrosion behaviors in metalsTitanium Alloys Microstructure and Properties