Model-parallel Fourier neural operators as learned surrogates for large-scale parametric PDEs
Thomas J. Grady, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp Witte, Ranveer Chandra, Russell J. Hewett, Felix J. Herrmann
Topics & Concepts
Artificial neural networkPartial differential equationComputer scienceCurse of dimensionalityDeep learningParametric statisticsFourier transformDomain decomposition methodsScale (ratio)Domain (mathematical analysis)Computational scienceDimensionality reductionAlgorithmArtificial intelligenceApplied mathematicsParallel computingMathematicsMathematical analysisFinite element methodQuantum mechanicsStatisticsThermodynamicsPhysicsSeismic Imaging and Inversion TechniquesModel Reduction and Neural NetworksReservoir Engineering and Simulation Methods