Linking Machine Learning with Multiscale Numerics: Data-Driven Discovery of Homogenized Equations
Hassan Arbabi, Judith E. Bunder, Giovanni Samaey, Anthony J. Roberts, Ioannis G. Kevrekidis
Topics & Concepts
Artificial intelligenceArtificial neural networkMachine learningComputer scienceProcess (computing)Property (philosophy)ComputationPartial differential equationData collectionDeep learningKnowledge extractionExperimental dataBusiness process discoveryTraining setBackpropagationScientific discoveryDifferential equationMultiscale modelingData modelingConvolutional neural networkDeep neural networksModels of neural computationNoisy dataModel Reduction and Neural NetworksAdvanced Mathematical Modeling in EngineeringMachine Learning in Materials Science