Data-driven approximation of the Koopman generator: Model reduction, system identification, and control
Stefan Klus, Feliks Nüske, Sebastian Peitz, Jan-Hendrik Niemann, Cecilia Clementi, Christof Schütte
Topics & Concepts
Dynamic mode decompositionGenerator (circuit theory)Computer scienceIdentification (biology)Dynamical systems theorySystem identificationEigenfunctionEigenvalues and eigenvectorsStochastic differential equationNonlinear systemApplied mathematicsSystem dynamicsExtension (predicate logic)Reduction (mathematics)MathematicsArtificial intelligenceMachine learningMeasure (data warehouse)Power (physics)PhysicsData miningGeometryQuantum mechanicsBotanyBiologyProgramming languageModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignNuclear Engineering Thermal-Hydraulics