A sco** review on simulation-based design optimization in marine engineering: trends, best practices, and gaps

A Serani, TP Scholcz, V Vanzi - Archives of Computational Methods in …, 2024 - Springer
This sco** review assesses the current use of simulation-based design optimization
(SBDO) in marine engineering, focusing on identifying research trends, methodologies, and …

Research progress on intelligent optimization techniques for energy-efficient design of ship hull forms

S Zhu, N Sun, S Lv, K Chen, W Fang, L Cao - Journal of Membrane …, 2024 - Springer
The design optimization of ship hull form based on hydrodynamics theory and simulation-
based design (SBD) technologies generally considers ship performance and energy …

Design-space dimensionality reduction in shape optimization by Karhunen–Loève expansion

M Diez, EF Campana, F Stern - Computer Methods in Applied Mechanics …, 2015 - Elsevier
The paper presents a methodology to reduce the dimension of design spaces in shape
optimization problems, while retaining a desired level of geometric variance. The method is …

Adaptive multi-fidelity sampling for CFD-based optimisation via radial basis function metamodels

A Serani, R Pellegrini, J Wackers… - International Journal …, 2019 - Taylor & Francis
The paper presents a study on four adaptive sampling methods of a multi-fidelity (MF)
metamodel, based on stochastic radial basis functions (RBF), for global design optimisation …

Comparison of multi-fidelity approaches for military vehicle design

PS Beran, D Bryson, AS Thelen, M Diez… - AIAA Aviation 2020 …, 2020 - arc.aiaa.org
This paper overviews the efforts of a technical team within the NATO Applied Vehicle
Technology Panel to apply multi-fidelity methods to vehicle design. The objectives of the …

A multi-fidelity active learning method for global design optimization problems with noisy evaluations

R Pellegrini, J Wackers, R Broglia, A Serani… - Engineering with …, 2023 - Springer
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 …

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, 2020 - Elsevier
A method based on the Karhunen–Loève expansion (KLE) is formulated for the assessment
of arbitrary design spaces in shape optimization, assessing the shape modification …

CFD-based optimization of a displacement trimaran hull for improving its calm water and wavy condition resistance

A Nazemian, P Ghadimi - Applied Ocean Research, 2021 - Elsevier
This paper presents a multi-objective shape optimization approach for improving the bow
region of a trimaran ship hull. A CFD-based design study is conducted to reduce the total …

[HTML][HTML] Design and analysis of pumpjet propulsors using CFD-based optimization

S Gaggero, M Martinelli - Ocean Engineering, 2023 - Elsevier
The design of pumpjet propulsors (PJP) is addressed through a simulation-based design
optimization approach built on a parametric description of the main geometrical …

Multi-fidelity model and reduced-order method for comprehensive hydrodynamic performance optimization and prediction of JBC ship

X Liu, D Wan, L Lei - Ocean Engineering, 2023 - Elsevier
Abstract The multi-fidelity Co-Kriging surrogate model can be applied to combine the
accuracy advantage of high-fidelity sample evaluation with the efficiency advantage of low …