Multiscale simulations of complex systems by learning their effective dynamics
Pantelis R. Vlachas, Georgios Arampatzis, Caroline Uhler, Petros Koumoutsakos
Topics & Concepts
Computer sciencePredictabilityBenchmark (surveying)Complex dynamicsComplex systemRangingSystem dynamicsMassively parallelLinearizationArtificial intelligenceGeneralizationDynamical systems theoryMachine learningNonlinear systemMathematicsParallel computingMathematical analysisPhysicsGeodesyQuantum mechanicsGeographyTelecommunicationsStatisticsModel Reduction and Neural NetworksProtein Structure and DynamicsTheoretical and Computational Physics