Litcius/Paper detail

Deep learning nonlinear multiscale dynamic problems using Koopman operator

Mengnan Li, Lijian Jiang

2021Journal of Computational Physics32 citationsDOI

Topics & Concepts

Subspace topologyInvariant subspaceNonlinear systemInvariant (physics)Dynamical systems theoryOperator (biology)Artificial neural networkComputer scienceDynamical system (definition)State spaceBasis functionArtificial intelligenceLinear subspaceAlgorithmMathematicsApplied mathematicsMathematical optimizationMathematical analysisRepressorTranscription factorMathematical physicsGeometryGeneChemistryQuantum mechanicsPhysicsStatisticsBiochemistryModel Reduction and Neural NetworksAdvanced Mathematical Modeling in EngineeringAdvanced Numerical Methods in Computational Mathematics