Machine Learning-Enabled Uncertainty Quantification for Modeling Structure–Property Linkages for Fatigue Critical Engineering Alloys Using an ICME Workflow
Gary Whelan, David L. McDowell
Topics & Concepts
Uncertainty quantificationWorkflowComputer scienceProperty (philosophy)Process (computing)Engineering design processWork (physics)Gaussian processNew product developmentIndustrial engineeringSystems engineeringMachine learningMechanical engineeringGaussianEngineeringDatabasePhysicsBusinessMarketingQuantum mechanicsPhilosophyOperating systemEpistemologyMachine Learning in Materials ScienceProbabilistic and Robust Engineering DesignManufacturing Process and Optimization