SERANI, ANDREA
SERANI, ANDREA
Istituto di iNgegneria del Mare - INM (ex INSEAN)
Democratizing uncertainty quantification
2025 Seelinger, L.; Reinarz, A.; Lykkegaard, M. B.; Akers, R.; Alghamdi, A. M. A.; Aristoff, D.; Bangerth, W.; Bénézech, J.; Diez, M.; Frey, K.; Jakeman, J. D.; Jørgensen, J. S.; Kim, K. T.; Kent, B. M.; Martinelli, M.; Parno, M.; Pellegrini, R.; Petra, N.; Riis, N. A. B.; Rosenfeld, K.; Serani, A.; Tamellini, L.; Villa, U.; Dodwell, T. J.; Scheichl, R.
A Scoping Review on Simulation-Based Design Optimization in Marine Engineering: Trends, Best Practices, and Gaps
2024 Serani, Andrea; Scholcz, Thomas P.; Vanzi, Valentina
Aerodynamic shape optimization in transonic conditions through parametric model embedding
2024 Serani, Andrea; Diez, Matteo; Quagliarella, Domenico
Data-driven forecasting of ship motions in waves using machine learning and dynamic mode decomposition
2024 Diez, M.; Gaggero, M.; Serani, A.
Design-space dimensionality reduction in global optimization of functional surfaces: recent developments and way forward
2024 Diez, Matteo; Serani, Andrea
Experimental and computational fluid-structure interaction analysis and optimization of Deep-V planing-hull grillage panels subject to slamming loads – Part II: Irregular waves
2024 Lee, Evan J.; Diez, Matteo; Harrison, Emily L.; Jiang, Minyee J.; Snyder, Lawrence A.; Powers, Ann Marie R.; Bay, Raymond J.; Serani, Andrea; Nadal, Maria L.; Kubina, Eric R.; Stern, Frederick
Hydrodynamic Shape Optimization of a Naval Destroyer by Machine Learning Methods
2024 Serani, A.; Diez, M.
Optimising hydrofoils using automated multi-fidelity surrogate models
2024 Pehlivan Solak, H.; Wackers, J.; Pellegrini, R.; Serani, A.; Diez, M.; Perali, P.; Sacher, M.; Leroux, J. -B.; Augier, B.; Hauville, F.; Bot, P.
Comparing multi-index stochastic collocation and multi-fidelity stochastic radial basis functions for forward uncertainty quantification of ship resistance
2023 Piazzola, C; Tamellini, L; Pellegrini, R; Broglia, R; Serani, A; Diez, M
Efficient initialization for multi-fidelity surrogate-based optimization
2023 Wackers, Jeroen; Pellegrini, Riccardo; Serani, Andrea; Visonneau, Michel; Diez, Matteo
Multi-fidelity hydrodynamic analysis of an autonomous surface vehicle at surveying speed in deep water subject to variable payload
2023 Pellegrini, Riccardo; Ficini, Simone; Odetti, Angelo; Serani, Andrea; Caccia, Massimo; Diez, Matteo
On the use of dynamic mode decomposition for time-series forecasting of ships operating in waves
2023 Serani, Andrea; Dragone, Paolo; Stern, Frederick; Diez, Matteo
Overview on the Special Issue on “Simulation-Based Optimization: Methods and Applications in Engineering Design”
2023 Pellegrini, Riccardo; Serani, Andrea
Parametric model embedding
2023 Serani, Andrea; Diez, Matteo
PIV Snapshot Clustering Reveals the Dual Deterministic and Chaotic Nature of Propeller Wakes at Macro- and Micro-Scales
2023 D'Agostino, Danny; Diez, Matteo; Felli, Mario; Serani, Andrea
Simulation-Driven Design Optimization of a Destroyer-Type Vessel via Multi-Fidelity Supervised Active Learning
2023 Spinosa, Emanuele; Pellegrini, Riccardo; Posa, Antonio; Broglia, Riccardo; De Biase, Mario; Serani, Andrea
A Derivative-Free Line-Search Algorithm for Simulation-Driven Design Optimization Using Multi-Fidelity Computations
2022 Pellegrini, Riccardo; Serani, Andrea; Liuzzi, Giampaolo; Rinaldi, Francesco; Lucidi, Stefano; Diez, Matteo
A multi-fidelity active learning method for global design optimization problems with noisy evaluations
2022 Pellegrini, R; Wackers, J; Broglia, R; Serani, A; Visonneau, M; Diez, M
Geometric Moment-Dependent Global Sensitivity Analysis without Simulation Data: Application to Ship Hull Form Optimisation
2022 Khan, Shahroz; Kaklis, Panagiotis; Serani, Andrea; Diez, Matteo
Hull-form stochastic optimization via computational-cost reduction methods
2022 Serani, A; Stern, F; Campana, Ef; Diez, M