
MS166C Advancing SCiML Surrogates via Numerical Methods and Vice Versa III
MS Corresponding Organizer: Dr. Alena Kopanicakova ( Brown University , United States )
Chaired by:
Dr. Alexander Heinlein (TU Delft , Netherlands) , Dr. Alena Kopanicakova (Brown University , United States)
Dr. Alexander Heinlein (TU Delft , Netherlands) , Dr. Alena Kopanicakova (Brown University , United States)
Scheduled presentations:
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Symplectic neural networks
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Fast process simulations of complex engineering parts using physics-informed graph network simulators (PI-GNS)
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Gaussian Process Learning of Nonlinear Dynamics
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Learning partial differential equations with pseudo-Hamiltonian neural networks
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Data-driven methods in energy transition
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Randomized neural network with Petrov–Galerkin methods for solving nonlinear PDEs