MS229C Machine Learning for the Design of Sustainable and High-Performance Vehicles III
Main Organizer:
Dr.
Andrea Serani
(
National Research Council-Institute of Marine Engineering
, Italy
)
Chaired by:
Dr. Philipp Bekemeyer (DLR , Germany) , Dr. Andrea Serani (National Research Council-Institute of Marine Engineering , Italy)
Dr. Philipp Bekemeyer (DLR , Germany) , Dr. Andrea Serani (National Research Council-Institute of Marine Engineering , Italy)
Scheduled presentations:
-
Parametric Model Embedding towards Manifold Learning: A Nonlinear Round-Trip for Efficient Shape Optimization
-
Design-Space Dimensionality Reduction for Multidisciplinary and Topology Optimization of Prismatic Planing Hulls
-
Transfer Learning of Parameterizations for the Structural Optimization of Cruise Ship Hulls
-
Mixed Fidelity Hull form design optimization using ANNs, viscous and potential flow solvers within an evolutionary algorithm
-
Deep Reinforced Learning-based Hull Form Optimization
-
Interpretable vs. Black-Box Models: System Identification of Planing Hull Dynamics Using SINDy and Neural ODEs
