Predicting microstructure-dependent mechanical properties in additively manufactured metals with machine- and deep-learning methods
Carl Herriott, Ashley D. Spear
Topics & Concepts
Convolutional neural networkMicrostructureComputer scienceArtificial intelligenceRidgeProperty (philosophy)Orientation (vector space)Feature (linguistics)Artificial neural networkRegressionWork (physics)Elastic net regularizationMaterials sciencePattern recognition (psychology)Machine learningMechanical engineeringGeometryGeologyMathematicsComposite materialFeature selectionLinguisticsEngineeringPaleontologyStatisticsPhilosophyEpistemologyMachine Learning in Materials ScienceAdditive Manufacturing Materials and ProcessesIndustrial Vision Systems and Defect Detection