MS166B Advancing SCiML Surrogates via Numerical Methods and Vice Versa II
MS Corresponding Organizer: Dr. Alena Kopanicakova (Brown University)
Chaired by:
Dr. Alena Kopanicakova (Brown University , United States)
Dr. Alena Kopanicakova (Brown University , United States)
Scheduled presentations:
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Neural and spectral operator surrogates for Gaussian random field inputs
C. Marcati, C. Schwab, J. Zech* -
Data-Driven Domain Decomposition: Predicting Responses in Diverse 3D Geometries using Neural Operator-Based Framework
V. Kumar*, S. Goswami, G. Karniadakis -
Operator learning for systems with partially hidden physics
V. Kag, B. Pal*, S. Goswami -
Multi-Resolution Learning of Partial Differential Equations with Deep Operators and Long Short-Term Memory Networks
K. Michalowska*, S. Goswami, G. Karniadakis, S. Riemer-Sørensen -
Reduced Basis Approximations of Parameterized Dynamical Partial Differential Equations via Neural Networks
P. Sentz, E. Cyr*, K. Beckwith, L. Olson, R. Patel