MS165A Scientific Machine Learning for Modelling and Simulation I
MS Corresponding Organizer: Dr. Idoia Cortes Garcia (Eindhoven University of Technology)
Chaired by:
Dr. Michael Abdemalik (Eindhoven University of Technology , Netherlands) , Dr. Idoia Cortes Garcia (Eindhoven University of Technology , Netherlands)
Dr. Michael Abdemalik (Eindhoven University of Technology , Netherlands) , Dr. Idoia Cortes Garcia (Eindhoven University of Technology , Netherlands)
Scheduled presentations:
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Fast Solution of Partial Differential Equations with Neural Green's Operators
J. Prins*, M. Abdelmalik, J. Proll, M. Pueschel, J. Citrin -
A data-driven learned discretization approach in finite volume schemes for compressible fluid dynamics
G. de Romémont*, F. Renac, J. Nunez, D. Gueyffier, P. Mirowski -
Index-Aware Learning of Circuits
I. Cortes Garcia, P. Förster*, L. Jansen, W. Schilders, S. Schöps -
A Comprehensive Error Modeling Approach in Multi-Fidelity Metamodels of Simulators with Functional Outputs
L. Brunel*, M. Balesdent, L. Brevault, R. Le Riche, B. Sudret -
MeshGraphNets as NeuralODE to Simulate Physical Systems in Industrial Applications
J. Trommer*, L. Mikelsons -
Accelerating Phase Field Modeling Through Hybrid Simulations using Fourier Neural Operators and UNets
C. Bonneville, C. Safta*, A. Hegde, L. Capolungo, H. Najm, N. Bieberdorf, M. Asta