2 papers
cs.LG2024
Predicting Ship Responses in Different Seaways using a Generalizable Force Correcting Machine Learning Method
Kyle E. Marlantes, Piotr J. Bandyk, Kevin J. Maki
A machine learning (ML) method is generalizable if it can make predictions on inputs which differ from the training dataset. For predictions of wave-induced ship responses, general…
physics.flu-dyn2023
A Hybrid Data-driven Model of Ship Roll
Kyle E. Marlantes, Kevin J. Maki
A hybrid data-driven method, which combines low-fidelity physics with machine learning (ML) to model nonlinear forces and moments at a reduced computational cost, is applied to pre…