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Journal Articles

Peer-reviewed journal publications.

2026

Physics-informed dimensionality reduction for propeller shape optimization
S. Gaggero, A. Serani
Applied Ocean Research, 166, 104932, 2026
PME
High-fidelity computational fluid--structure interaction and physical analysis of flexible plate slamming
R. Pellegrini, M. Diez, Z. Wang, F. Stern
Physics of Fluids, 38(1), 2026
Data-driven uncertainty-aware seakeeping prediction of the Delft 372 catamaran using ensemble Hankel dynamic mode decomposition
G. Palma, A. Serani, M. Diez
Journal of Hydrodynamics, 2026
DMD

2025

System Identification of a Moored ASV with Recessed Moon Pool via Deterministic and Bayesian Hankel-DMDc
G. Palma, I. Santic, A. Serani, L. Minno, M. Diez
Journal of Marine Science and Engineering, 13(12), 2267, 2025
DMD
Physical analysis methods for planing hull turning circles
Z. Wang, S. Park, C. Milano, Y. Sanada, D. O. Sarigul, F. Stern, A. Gunderson, J. Scherer, H. Yasukawa, M. Diez
Ocean engineering, 321, 120348, 2025
Model-Free System Identification of Surface Ships in Waves via Hankel Dynamic Mode Decomposition with Control
G. Palma, A. Serani, A. Aram, D. W. Wundrow, D. Drazen, M. Diez
Ocean Engineering, 341, 122539, 2025
DMD
Extending Parametric Model Embedding with Physical Information for Design-Space Dimensionality Reduction in Shape Optimization
A. Serani, G. Palma, J. Wackers, D. Quagliarella, S. Gaggero, M. Diez
Engineering with Computers, 2025
PME
Digital twins for intelligent cities: the case study of Matera
R. De Benedictis, A. Cesta, R. Pellegrini, M. Diez, D. M. Pinto, P. Ventura, G. Stecca, G. Felici, A. Scalas, M. Mortara, others
Journal of Reliable Intelligent Environments, 11(1), 6, 2025
Data-driven forecasting of ship motions in waves using machine learning and dynamic mode decomposition
M. Diez, M. Gaggero, A. Serani
International Journal of Adaptive Control and Signal Processing, 39(10), 2119-2142, 2025
DMD
Bayesian Hankel Dynamic Mode Decomposition for Ship Motion Digital Twinning
G. Palma, A. Serani, S. Aram, D. W. Wundrow, D. Drazen, M. Diez
Applied Ocean Research, 165, 104863, 2025
DMD
Analytical Benchmark Problems and Methodological Framework for the Assessment and Comparison of Multifidelity Optimization Methods
L. Mainini, A. Serani, H. Pehlivan-Solak, F. Di Fiore, M. P. Rumpfkeil, E. Minisci, D. Quagliarella, S. Yildiz, S. Ficini, R. Pellegrini, A. Thelen, D. Bryson, M. Nikbay, M. Diez, P. S. Beran
Archives of Computational Methods in Engineering, 2025
Analysis, Forecasting, and System Identification of a Floating Offshore Wind Turbine Using Dynamic Mode Decomposition
G. Palma, A. Bardazzi, A. Lucarelli, C. Pilloton, A. Serani, C. Lugni, M. Diez
Journal of Marine Science and Engineering, 13(4), 2025
DMD
A non-intrusive nonlinear structural ROM for partitioned two-way fluid--structure interaction computations
R. Pellegrini, Z. Wang, F. Stern, M. Diez
Computer Methods in Applied Mechanics and Engineering, 437, 117736, 2025
A Survey on Design-Space Dimensionality Reduction Methods for Shape Optimization
A. Serani, M. Diez
Archives of Computational Methods in Engineering, 2025
PME

2024

Optimising Hydrofoils Using Automated Multi-Fidelity Surrogate Models
H. Pehlivan-Solak, J. Wackers, R. Pellegrini, A. Serani, M. Diez, P. Perali, M. Sacher, J. P. Leroux, B. Augier, F. Hauville, P. Bot
Ships and Offshore Structures, 2024
Hydrodynamic Shape Optimization of a Naval Destroyer by Machine Learning Methods
A. Serani, M. Diez
Journal of Marine Science and Engineering, 12, 1979, 2024
Experimental and computational fluid-structure interaction analysis and optimization of Deep-V planing-hull grillage panels subject to slamming loads -- Part II: Irregular waves
E. J. Lee, M. Diez, E. L. Harrison, M. J. Jiang, L. A. Snyder, A. M. R. Powers, R. J. Bay, A. Serani, M. L. Nadal, E. R. Kubina, F. Stern
Ocean Engineering, 292, 116346, 2024
Design-space dimensionality reduction in global optimization of functional surfaces: recent developments and way forward
M. Diez, A. Serani
Ship Technology Research, 71(2), 141-152, 2024
PME
Democratizing Uncertainty Quantification
L. Seelinger, A. Reinarz, M. B. Lykkegaard, R. Akers, A. M. Alghamdi, D. Aristoff, W. Bangerth, J. Benezech, M. Diez, K. Frey, J. D. Jakeman, J. S. Jørgensen, K. Kim, B. M. Kent, M. Martinelli, M. Parno, R. Pellegrini, N. A. B. Riis, K. Rosenfeld, A. Serani, L. Tamellini, U. Villa, T. J. Dodwell, R. Scheichl
Journal of Computational Physics, 113542, 2024
UQ
Aerodynamic Shape Optimization in Transonic Conditions through Parametric Model Embedding
A. Serani, M. Diez, D. Quagliarella
Aerospace Science and Technology, 2024
PME
A Scoping Review on Simulation-Based Design Optimization in Marine Engineering: Trends, Best Practices, and Gaps
A. Serani, T. P. Scholcz, V. Vanzi
Archives of Computational Methods in Engineering, 2024

2023

Simulation-Driven Design Optimization of a Destroyer-Type Vessel via Multi-Fidelity Supervised Active Learning
E. Spinosa, R. Pellegrini, A. Posa, R. Broglia, M. De Biase, A. Serani
Journal of Marine Science and Engineering, 11, 2232, 2023
Parametric model embedding
A. Serani, M. Diez
Computer Methods in Applied Mechanics and Engineering, 404, 115776, 2023
PME
PIV Snapshot Clustering Reveals the Dual Deterministic and Chaotic Nature of Propeller Wakes at Macro- and Micro-Scales
D. D'Agostino, M. Diez, M. Felli, A. Serani
Journal of Marine Science and Engineering, 11, 1220, 2023
On the use of dynamic mode decomposition for time-series forecasting of ships operating in waves
A. Serani, P. Dragone, F. Stern, M. Diez
Ocean Engineering, 267, 113235, 2023
DMD
Multi-fidelity hydrodynamic analysis of an autonomous surface vehicle at surveying speed in deep water subject to variable payload
R. Pellegrini, S. Ficini, A. Odetti, A. Serani, M. Caccia, M. Diez
Ocean Engineering, 271, 113529, 2023

2022

Time-series forecasting of ships maneuvering in waves via recurrent-type neural networks
D. D'Agostino, A. Serani, F. Stern, M. Diez
Journal of Ocean Engineering and Marine Energy, 8(4), 479--487, 2022
Time-series forecasting of ships maneuvering in waves via dynamic mode decomposition
M. Diez, A. Serani, E. F. Campana, F. Stern
Journal of Ocean Engineering and Marine Energy, 8(4), 471--478, 2022
DMD
Shape-supervised dimension reduction: Extracting geometry and physics associated features with geometric moments
S. Khan, P. Kaklis, A. Serani, M. Diez, K. Kostas
Computer-Aided Design, 150, 103327, 2022
Hull-form stochastic optimization via computational-cost reduction methods
A. Serani, F. Stern, E. F. Campana, M. Diez
Engineering with Computers, 38, 2245--2269, 2022
UQ
Geometric moment-dependent global sensitivity analysis without simulation data: application to ship hull form optimisation
S. Khan, P. Kaklis, A. Serani, M. Diez
Computer-Aided Design, 151, 103339, 2022
Experimental and computational fluid-structure interaction analysis and optimization of deep-V planing-hull grillage panels subject to slamming loads--Part I: Regular waves
M. Diez, E. J. Lee, E. L. Harrison, A. M. R. Powers, L. A. Snyder, M. J. Jiang, R. J. Bay, R. R. Lewis, E. R. Kubina, P. Mucha, others
Marine structures, 85, 103256, 2022
Efficient initialization for multi-fidelity surrogate-based optimization
J. Wackers, R. Pellegrini, A. Serani, M. Visonneau, M. Diez
Journal of Ocean Engineering and Marine Energy, 2022
Comparing multi-index stochastic collocation and multi-fidelity stochastic radial basis functions for forward uncertainty quantification of ship resistance
C. Piazzola, L. Tamellini, R. Pellegrini, R. Broglia, A. Serani, M. Diez
Engineering with Computers, 2022
UQ
A Multi-Fidelity Active Learning Method for Global Design Optimization Problems with Noisy Evaluations
R. Pellegrini, J. Wackers, R. Broglia, A. Serani, M. Visonneau, M. Diez
Engineering with Computers, 2022
A Derivative-Free Line-Search Algorithm for Simulation-Driven Design Optimization Using Multi-Fidelity Computations
R. Pellegrini, A. Serani, G. Liuzzi, F. Rinaldi, S. Lucidi, M. Diez
Mathematics, 10(3), 481, 2022

2021

URANS analysis of a free-running destroyer sailing in irregular stern-quartering waves at sea state 7
A. Serani, M. Diez, F. van Walree, F. Stern
Ocean Engineering, 237, 109600, 2021
Dense conjugate initialization for deterministic PSO in applications: ORTHOinit+
C. Leotardi, A. Serani, M. Diez, E. F. Campana, G. Fasano, R. Gusso
Applied Soft Computing, 104, 107121, 2021

2020

Hybridization of Multi-Objective Deterministic Particle Swarm with Derivative-Free Local Searches
R. Pellegrini, A. Serani, G. Liuzzi, F. Rinaldi, S. Lucidi, M. Diez
Mathematics, 8(4), 546, 2020
Design-space assessment and dimensionality reduction: An off-line method for shape reparameterization in simulation-based optimization
D. D'Agostino, A. Serani, M. Diez
Ocean Engineering, 197, 106852, 2020
Accurate experimental benchmark study of a catamaran in regular and irregular head waves including uncertainty quantification
D. Durante, R. Broglia, M. Diez, A. Olivieri, E. Campana, F. Stern
Ocean Engineering, 195, 106685, 2020
UQ

2019

Assessing the Interplay of Shape and Physical Parameters by Unsupervised Nonlinear Dimensionality Reduction Methods
A. Serani, D. D'Agostino, E. F. Campana, M. Diez
Journal of Ship Research, 64(4), 313--327, 2019
Adaptive multi-fidelity sampling for CFD-based optimisation via radial basis function metamodels
A. Serani, R. Pellegrini, J. Wackers, C. E. Jeanson, P. Queutey, M. Visonneau, M. Diez
International Journal of Computational Fluid Dynamics, 33(6-7), 237--255, 2019

2018

Stochastic optimization methods for ship resistance and operational efficiency via CFD: M. Diez et al.
M. Diez, E. F. Campana, F. Stern
Structural and Multidisciplinary Optimization, 57(2), 735--758, 2018
UQ
Statistical assessment and validation of experimental and computational ship response in irregular waves
M. Diez, R. Broglia, D. Durante, A. Olivieri, E. F. Campana, F. Stern
Journal of Verification, Validation and Uncertainty Quantification, 3(2), 021004, 2018
UQ
A Multiobjective DIRECT algorithm for ship hull optimization
E. F. Campana, M. Diez, G. Liuzzi, S. Lucidi, R. Pellegrini, V. Piccialli, F. Rinaldi, A. Serani
Computational Optimization and Applications, 71(1), 53--72, 2018

2017

Statistical approach for computational fluid dynamics state-of-the-art assessment: N-version verification and validation
F. Stern, M. Diez, H. Sadat-Hosseini, H. Yoon, F. Quadvlieg
Journal of Verification, Validation and Uncertainty Quantification, 2(3), 031004, 2017
UQ
Formulation and parameter selection in multi-objective deterministic particle swarm for simulation-based optimization
R. Pellegrini, A. Serani, C. Leotardi, U. Iemma, E. F. Campana, M. Diez
Applied Soft Computing, 58, 714--731, 2017
Composite bottom panel slamming of a fast planing hull via tightly coupled fluid-structure interaction simulations and sea trials
S. Volpi, M. Diez, H. Sadat-Hosseini, D. H. Kim, F. Stern, R. Thodal, J. Grenestedt
Ocean engineering, 143, 240--258, 2017

2016

Ship hydrodynamic optimization by local hybridization of deterministic derivative-free global algorithms
A. Serani, G. Fasano, G. Liuzzi, S. Lucidi, U. Iemma, E. F. Campana, M. Diez
Applied Ocean Research, 59, 115--128, 2016
Parameter selection in synchronous and asynchronous deterministic particle swarm optimization for ship hydrodynamics problems
A. Serani, C. Leotardi, U. Iemma, E. F. Campana, G. Fasano, M. Diez
Applied Soft Computing, 49, 314--334, 2016
A variable-accuracy metamodel-based architecture for global MDO under uncertainty
C. Leotardi, A. Serani, U. Iemma, E. F. Campana, M. Diez
Structural and Multidisciplinary Optimization, 54(3), 573--593, 2016
UQ

2015

Recent progress in CFD for naval architecture and ocean engineering
F. Stern, Z. Wang, J. Yang, H. Sadat-Hosseini, M. Mousaviraad, S. Bhushan, M. Diez, Y. Sung-Hwan, P. C. Wu, S. M. Yeon, others
Journal of Hydrodynamics, 27(1), 1--23, 2015
High-fidelity global optimization of shape design by dimensionality reduction, metamodels and deterministic particle swarm
X. Chen, M. Diez, M. Kandasamy, Z. Zhang, E. F. Campana, F. Stern
Engineering Optimization, 47(4), 473--494, 2015
Development and validation of a dynamic metamodel based on stochastic radial basis functions and uncertainty quantification
S. Volpi, M. Diez, N. J. Gaul, H. Song, U. Iemma, K. Choi, E. F. Campana, F. Stern
Structural and Multidisciplinary Optimization, 51(2), 347--368, 2015
PMEUQ
Design-space dimensionality reduction in shape optimization by Karhunen--Lo{\`e}ve expansion
M. Diez, E. F. Campana, F. Stern
Computer Methods in Applied Mechanics and Engineering, 283, 1525--1544, 2015
PME
Derivative-free global ship design optimization using global/local hybridization of the DIRECT algorithm
E. F. Campana, M. Diez, U. Iemma, G. Liuzzi, S. Lucidi, F. Rinaldi, A. Serani
Optimization and Engineering, 17(1), 127--156, 2015

2014

Uncertainty quantification of Delft catamaran resistance, sinkage and trim for variable Froude number and geometry using metamodels, quadrature and Karhunen--Lo{\`e}ve expansion
M. Diez, W. He, E. F. Campana, F. Stern
Journal of Marine Science and Technology, 19(2), 143--169, 2014
UQ

2013

URANS study of Delft catamaran total/added resistance, motions and slamming loads in head sea including irregular wave and uncertainty quantification for variable regular wave and geometry
W. He, M. Diez, Z. Zou, E. F. Campana, F. Stern
Ocean Engineering, 74, 189--217, 2013
UQ
Ship optimization by globally convergent modification of PSO by a surrogate-based Newton method
D. Peri, M. Diez
Engineering Computations, 30(4), 548--561, 2013
Framework for convergence and validation of stochastic uncertainty quantification and relationship to deterministic verification and validation
S. M. Mousaviraad, W. He, M. Diez, F. Stern
International Journal for Uncertainty Quantification, 3(5), 2013
UQ
A one-dimensional polynomial chaos method in CFD--Based uncertainty quanti-fication for ship hydrodynamic performance
H. Wei, D. Matteo, Z. Zao-jian, others
Journal of Hydrodynamics, Ser. B, 25(5), 655--662, 2013

2012

Optimal hull-form design subject to epistemic uncertainty
M. Diez, D. Peri
Ship Technology Research, 59(1), 14--20, 2012
Hydroelastic optimization of a keel fin of a sailing boat: a multidisciplinary robust formulation for ship design
M. Diez, D. Peri, G. Fasano, E. F. Campana
Structural and Multidisciplinary Optimization, 46(4), 613--625, 2012

2011

A New Parameterisation Approach for Mixed-Integer Optimisation
D. Peri, M. Diez
Ship Technology Research, 58(2), 100--110, 2011

2010

Robust optimization for ship conceptual design
M. Diez, D. Peri
Ocean Engineering, 37(11-12), 966--977, 2010
Robust decision making in aerial and marine vehicles optimization: a designer's viewpoint
M. Diez, D. Peri, E. F. Campana, U. Iemma
Enterprise Risk Management, 2(1), 68, 2010