44 citations · 118 across the 21 of their papers we have counts for
5 papers · 1 filter
Multi-fidelity hydrodynamic analysis of an autonomous surface vehicle at surveying speed in deep water subject to variable payload
Riccardo Pellegrini, Simone Ficini, Angelo Odetti +3
Autonomous surface vehicles (ASV) allow the investigation of coastal areas, ports and harbors as well as harsh and dangerous environments such as the arctic regions. Despite receiv…
On the use of dynamic mode decomposition for time-series forecasting of ships operating in waves
Andrea Serani, Paolo Dragone, Frederick Stern +1
In order to guarantee the safety of payload, crew, and structures, ships must exhibit good seakeeping, maneuverability, and structural-response performance, also when they operate…
Analytical Benchmark Problems for Multifidelity Optimization Methods
L. Mainini, A. Serani, M. P. Rumpfkeil +11
The paper presents a collection of analytical benchmark problems specifically selected to provide a set of stress tests for the assessment of multifidelity optimization methods. In…
Parametric Model Embedding
Andrea Serani, Matteo Diez
Methodologies for reducing the design-space dimensionality in shape optimization have been recently developed based on unsupervised machine learning methods. These methods provide…
A Multi-Fidelity Active Learning Method for Global Design Optimization Problems with Noisy Evaluations
Riccardo Pellegrini, Jeroen Wackers, Riccardo Broglia +3
A multi-fidelity (MF) active learning method is presented for design optimization problems characterized by noisy evaluations of the performance metrics. Namely, a generalized MF s…