Hybrid thermal modeling of additive manufacturing processes using physics-informed neural networks for temperature prediction and parameter identification
Shuheng Liao, Tianju Xue, Jihoon Jeong, Samantha Webster, Kornel F. Ehmann, Jian Cao
Topics & Concepts
Process (computing)Artificial neural networkField (mathematics)Computer scienceExperimental dataIterative and incremental developmentMachine learningIdentification (biology)ThermalQuality (philosophy)Design of experimentsTemperature controlArtificial intelligenceControl engineeringEngineeringPhysicsMathematicsMeteorologyQuantum mechanicsPure mathematicsBiologyStatisticsSoftware engineeringBotanyOperating systemModel Reduction and Neural NetworksHeat Transfer MechanismsHeat Transfer and Optimization