Physics-informed machine learning for composition – process – property design: Shape memory alloy demonstration
Sen Liu, Branden B. Kappes, Behnam Amin-Ahmadi, Othmane Benafan, Xiaoli Zhang, Aaron P. Stebner
Topics & Concepts
Homogenization (climate)Shape-memory alloyHysteresisProperty (philosophy)Artificial intelligenceProcess (computing)Process designNonlinear systemMechanical engineeringComputer scienceBiological systemMachine learningMaterials scienceProcess engineeringStatistical physicsPhysicsEngineeringEpistemologyOperating systemEcologyBiodiversityQuantum mechanicsProcess integrationBiologyPhilosophyMachine Learning in Materials ScienceTitanium Alloys Microstructure and PropertiesHigh Entropy Alloys Studies