MS166C Advancing SCiML Surrogates via Numerical Methods and Vice Versa III
MS Corresponding Organizer: Dr. Alena Kopanicakova (Brown University)
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:
-
Symplectic neural networks
B. Tapley* -
Fast process simulations of complex engineering parts using physics-informed graph network simulators (PI-GNS)
T. Würth*, C. Zimmerling, N. Freymuth, G. Neumann, L. Kärger -
Gaussian Process Learning of Nonlinear Dynamics
D. Ye*, M. Guo -
Learning partial differential equations with pseudo-Hamiltonian neural networks
S. Eidnes*, K. Lye -
Data-driven methods in energy transition
D. Baroli*, M. Multerer, L. Pernigo -
Randomized neural network with Petrov–Galerkin methods for solving nonlinear PDEs
Y. Shang, F. Wang*, J. Sun