Conference Proceedings
Bayesian Hankel Extended Dynamic Mode Decomposition for System Identification of High-Speed Planing Hulls
Palma, G., Serani, A., Diez, M., Milano, C., Wang, Z., Park, S., Sarigul D. O., Stern, F.
SNAME International Conference on Fast Sea Transportation, p. D011S016R001, 2025, SNAME
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Enhancing Ship Propeller Design via Physics-Informed Parametric Model Embedding
Gaggero S., Diez M., Lavini G., Gustin G., Serani A.
XI Conference on Computational Methods in Marine Engineering - MARINE 2025, 23-25 June 2025, Edinburgh, UK
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Where Are We and Where Are We Going? Analyzing Simulation-Driven Design Optimization Trends in Marine Engineering by Scoping Review
Scholcz T. P., Serani A.
XI Conference on Computational Methods in Marine Engineering - MARINE 2025, 23-25 June 2025, Edinburgh, UK
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Preliminary Design Optimization for Internal Arrangement and Hull Geometry of a Bio-Inspired Autonomous Underwater Glider through Machine Learning
Serani A., Palma G., Wackers J., Diez M.
XI Conference on Computational Methods in Marine Engineering - MARINE 2025, 23-25 June 2025, Edinburgh, UK
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Improving Multi-fidelity Surrogate Modelling by Updating the Uncertainty Estimation
Pehlivan Solak H., Wackers J., Pellegrini R., Serani A., Diez M.
XI Conference on Computational Methods in Marine Engineering - MARINE 2025, 23-25 June 2025, Edinburgh, UK
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Aerodynamic Shape Optimization of RAE-2822 Airfoil by Physics-Informed Parametric Model Embedding
Squillace D., Iemma U., Quagliarella D., Diez M., Serani A.
AeroBest2025 - III ECCOMAS Thematic Conference on Multidisciplinary Design Optimization of Aerospace Systems, 22-24 April 2025, Lisbon, Portugal
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Full-scale RANS validation of multi-fidelity bow optimization for a RoRo Cargo Ship
Del Buono A., Broglia R., Serani A., Diez M., Maione A., Cervicato C.
NAV 2025 - 21st International Conference on Ship & Maritime Research, 18-20 June 2025, Messina, Italy
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Multi-fidelity Shape Optimization for Bow Retrofitting of a RoRo Cargo Ship
Serani A., Del Buono A., Diez M., Broglia R., Maione A., Cervicato C.
IMAM 2025 – 20th International Congress of the International Maritime Association of the Mediterranean, 28 Sep. - 3 Oct. 2025, Crete, Greece
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Adaptivity and Uncertainty of Multi-fidelity surrogate model for shape optimization
Wackers J., Solak H., Pellegrini R., Serani A., Diez M.
16th World Congress in Computational Mechanics (WCCM), 21–26 July 2024, Vancouver, Canada
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Model Order Reduction of 5415M in Irregular Waves via Dynamic Mode Decomposition: Computational Models’ Diagnostics, Forecasting, and System Identification Capabilities
Serani A., Diez M., Aram S., Wundrow D., Drazen D., McTaggart K.
Proceedings of the 35th Symposium on Naval Hydrodynamics, Nantes, France, 2024
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Design-Space Dimensionality Reduction in Fluid-Structure Interaction Optimization via Parametric Model Embedding
Diez M., Pellegrini R., Serani A., Stern F.
Proceedings of the 35th Symposium on Naval Hydrodynamics, Nantes, France, 2024
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Multi-Fidelity Constrained Optimization Methods Applied to Benchmark Problems
Rumpfkeil M. P., Serani A., Beran P. S.
AIAA SciTech Forum (p. 0385), 2024, eISBN: 978-1-62410-711-5
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Shape Optimization of a Naval Destroyer by Multi-Fidelity Methods
Serani A., Ficini S., Broglia R., Diez M., Goren O., Danisman D. B., Pehlivan Solak H., Yıldız S., Nikbay M., Scholcz T., Klinkenberg J., Grigoropoulos G., Bakirtzoglou C., Papadakis G.
10th International Conference on Computational Methods in Marine Engineering (MARINE) 2023
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Design-Space Dimensionality Reduction in Structural Optimization via Parametric Model Embedding
Diez M., Pellegrini R., Serani A., Stern F.
10th International Conference on Computational Methods in Marine Engineering (MARINE) 2023
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Hydrofoil Optimization via Automated Multi-Fidelity Surrogate Models
Solak H. P., Wackers J., Pellegrini R., Serani A., Diez M., Perali P., ... & Bot P.
10th International Conference on Computational Methods in Marine Engineering (MARINE) 2023
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An evolutionary variant of Q-learning applied to derivative-free optimization
Vulpio I., Burghignoli L., Palma G., Iemma U., Serani A., Diez M.
AIAA AVIATION Forum (p. 4262), 2023, eISBN: 978-1-62410-704-7
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Error estimation for surrogate models with noisy small-sized training sets
Wackers J., Solak H. P., Pellegrini R., Serani A., Diez M.
Adaptive Modelling and Simulation (ADMOS), 2023
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Efficient Shape Optimization via Parametric Model Embedding
Serani A., Diez M., Quagliarella D.
AIAA SciTech Forum (AIAA 2023-1273), 2023, eISBN: 978-1-62410-699-6
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Bayesian shape optimisation in high dimensional design spaces using isogeometric boundary element analysis
Khan S., Kaklis P., Kostas K., Serani A., Diez M.
AIAA SciTech Forum (AIAA 2023-2546), 2023, eISBN: 978-1-62410-699-6
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Use of Reinforcement Learning for Multifidelity Optimization in Multiply-connected Trust Regions
Vulpio I., Serani A., Diez M., Burghignoli L., Palma G., Iemma U.
28th International Conference on Sound and Vibrations (ICSV 28), Singapore, 2022, ISBN: 978-981185070-7
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A Data Clustering Approach to Identifying Slamming Types in Irregular Waves
Diez M., Serani A., Stern F.
9th International Conference on Hydroelasticity in Marine Technology, Rome, Italy, 2022
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Improving knowledge and forecasting of ship performance in waves via hybrid machine learning methods
Diez M., Serani A., Gaggero M., Campana E. F.
Proceedings of the 34th Symposium on Naval Hydrodynamics, Washington DC, USA, 2022
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Improving active learning in multi-fidelity hydrodynamic optimization
Wackers J., Pellegrini R., Diez M., Serani A., Visonneau M.
Proceedings of the 34th Symposium on Naval Hydrodynamics, Washington DC, USA, 2022
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Super-Parametrizing CAD Models for Efficient Shape Optimization via Parametric Model Embedding
Serani A., Diez M.
21st International Conference on Computer Applications and Information Technology in the Maritime Industries, COMPIT 2022
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Supporting Expensive Physical Models With Geometric Moment Invariants to Accelerate Sensitivity Analysis for Shape Optimisation
Khan S., Kaklis P., Serani A., Diez M.
AIAA SciTech Forum (p. 2093), 2022, eISBN: 978-1-62410-631-6
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A Multi-fidelity Adaptive Gaussian Process for the Uncertainty Quantification of an Autonomous Surface Vehicle
Pellegrini R., Odetti A., Serani A., Caccia M., Diez M., Ficini S., Iemma U.
Proceedings of SIMAI 2020+21, 2021, ISBN: 979-12-200-9343-9
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Bayesian shape optimization in high dimensional design spaces using IGA-enabled solvers
Khan S., Kostas K., Kaklis P., Serani A., Diez M.
Virtual International Conference on Isogeometric Analysis, 2021
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Assessing the Performance of an Adaptive Multi-Fidelity Gaussian Process with Noisy Training Data: A Statistical Analysis
Ficini S., Iemma U., Pellegrini R., Serani A., Diez M.
AIAA AVIATION FORUM (p. 3098), 2021, eISBN: 978-1-62410-610-1
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Uncertainty Quantification of an Autonomous Surface Vehicle by Multi-fidelity Surrogate Models
Ficini S., Pellegrini R., Odetti A., Serani A., Iemma U., Caccia M., Diez M.
9th edition of the International Conference on Computational Methods for Coupled Problems in Science and Engineering (COUPLED PROBLEMS 2021)
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Recurrent-type neural networks for real-time short-term prediction of ship motions in high sea state
D’Agostino D., Serani A., Stern F., Diez M.
9th Conference on Computational Methods in Marine Engineering (Marine 2021), Virtual event, 2021
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Data-driven Modelling of Ship Maneuvers in Waves via Dynamic Mode Decomposition
Diez M., Serani A., Campana E. F., Stern F.
9th Conference on Computational Methods in Marine Engineering (Marine 2021), Virtual event, 2021
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Towards automatic parameter selection for multi-fidelity surrogate-based optimization
Pellegrini R., Wackers J., Serani A., Visonneau M., Diez M.
9th Conference on Computational Methods in Marine Engineering (Marine 2021), Virtual event, 2021
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Derivative-Free Line-Search Algorithm for Multi-Fidelity Optimization
Liuzzi G., Lucidi S., Rinaldi F., Pellegrini R., Serani A., Diez M.
AIAA SciTech Forum (p. 1237), 2021, eISBN: 978-1-62410-609-5
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Physics-informed feature-to-feature learning for design-space dimensionality reduction in shape optimisation
Khan S., Serani A., Diez M., Kaklis P.
AIAA SciTech Forum (p. 1235), 2021, eISBN: 978-1-62410-609-5
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Observing PIV Measurements Through the Lens of Data Clustering
D’Agostino D., Andre M., Bardet P., Serani A., Felli M., Diez M.
33rd Symposium on Naval Hydrodynamics, Osaka, Japan, 2020
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Multi-Fidelity Machine Learning from Adaptive-and Multi-Grid RANS Simulations
Wackers J., Visonneau M., Serani A., Pellegrini R., Broglia R., Diez M.
33rd Symposium on Naval Hydrodynamics, Osaka, Japan, 2020
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Prediction of heavy weather seakeeping of a destroyer hull form by means of time domain panel and CFD codes
van Walree F., Serani A., Diez M., Stern F.
33rd Symposium on Naval Hydrodynamics, Osaka, Japan, 2020
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Adapt, Adapt, Adapt: Recent Trends in Multi-fidelity Digital Modelling for Marine Engineering
Pellegrini R., Serani A., Ficini S., Broglia R., Diez M., Wackers J., Visonneau M.
19th International Conference on Computer Applications and Information Technology in the Maritime Industries, COMPIT 2020, ISBN: 978-3-89220-717-7
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Comparison of Multi-Fidelity Approaches for Military Vehicle Design
Beran P. S., Bryson D., Thelen A. S., Diez M., Serani A.
AIAA AVIATION FORUM (p. 3158), 2020, eISBN: 978-1-62410-598-2
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Uncertainty Quantification of Ship Resistance via Multi-Index Stochastic Collocation and Radial Basis Function Surrogates: A Comparison
Piazzola C., Tamellini L., Pellegrini R., Broglia R., Serani A., Diez M.
AIAA AVIATION FORUM (p. 3160), 2020, eISBN: 978-1-62410-598-2
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Adaptive N-Fidelity Metamodels for Noisy CFD Data
Wackers J., Visonneau M., Ficini S., Pellegrini R., Serani A., Diez M.
AIAA AVIATION FORUM (p. 3161), 2020, eISBN: 978-1-62410-598-2
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Benchmarking Uncertainty Quantification Methods Using the NACA 2412 Airfoil with Geometrical and Operational Uncertainties
Quagliarella D., Serani A., Diez M., Pisaroni M., Leyland P., Montagliani L., Iemma U., Gaul N. J., Shin J., Wunsch D., Hirsch C., Choi K. K., Stern F.
AIAA Aviation Forum (p. 3555), 2019, ISBN: 978-1-62410-589-0
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Adaptive multifidelity shape optimization based on noisy CFD data
Wackers J., Serani A., Pellegrini R., Diez M., Visonneau M.
International Conference on Adaptive Modeling and Simulation (ADMOS) 2019
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A Synergetic Design Study of a Passenger-Hydrofoil Flapped Surface: Experimental and Computational Fluid Dynamics, Optimization, and Control
Antognoli L., Bibuli M., Diez M., Durante D., Ficini S., Marrone S., Odetti A., Santic I., Serani A.
8th International Conference on Computational Methods in Marine Engineering (Marine 2019), pp. 334-345, ISBN: 978-84-949194-3-5
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An Adaptive N-Fidelity Metamodel for Design and Operational-Uncertainty Space Exploration of Complex Industrial Problems
Serani A., Pellegrini R., Broglia R., Wackers J., Visonneau M., Diez M.
8th International Conference on Computational Methods in Marine Engineering (Marine 2019), pp. 177-188, ISBN: 978-84-949194-3-5
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Hydrodynamic Design Procedure via Multi-Objective Sampling, Metamodeling, and Optimisation
Antognoli L., Ficini S., Bibuli M., Diez M., Durante D., Marrone S., Odetti A., Santic I., Serani A.
18th International Conference on Computer Applications and Information Technology in the Maritime Industries, COMPIT 2019, Tullamore, Ireland, 25-27 March, ISBN: 978-3-89220-709-2
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PIV data clustering of a buoyant jet in a stratified environment
Serani A., Durante D., Diez M., D’Agostino D., Clement S., Badra J., Andre M., Habukawa M., Bardet P.
AIAA SciTech Forum (p. 1830), 2019, ISBN: 978-1-62410-578-4
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Stochastic shape optimization via design-space augmented dimensionality reduction and RANS computations
Serani A., Diez M., Wackers J., Visonneau M., Stern F.
AIAA SciTech Forum (p. 2218), 2019, ISBN: 978-1-62410-578-4
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Assessing the interplay of shape and physical parameters by nonlinear dimensionality reduction methods
Serani A., D’Agostino D., Campana E. F., Diez M.
32nd Symposium on Naval Hydrodynamics, Hamburg, Germany, 2018, ISBN: 978-3-00-061946-5
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Shape Optimization under Stochastic Conditions by Design-space Augmented Dimensionality Reduction
Serani A., Diez M.
19th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Atlanta, USA, 25-29 June 2018, ISBN: 978-162410550-0
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On the Combined Effect of Design-space Dimensionality Reduction and Optimization Methods on Shape Optimization Efficiency
D’Agostino D., Serani A., Diez M.
19th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Atlanta, USA, 25-29 June 2018, ISBN: 978-162410550-0
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Adaptive Sampling Criteria for Multi-fidelity Metamodels in CFD-based Shape Optimization
Pellegrini R., Serani A., Diez M., Wackers J., Queutey P., Visonneau M.
7th European Conference on Computational Fluid Dynamics (ECFD 7), Glasgow, UK, 11-15 June 2018, ISBN: 978-849473116-7
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CFD-Based Shape Optimization Under Limited Computational Resources – A Study on Adaptive Multi-Fidelity Metamodeling
Wackers J., Queutey P., Visonneau M., Pellegrini R., Serani A., Diez M.
17th International Conference on Computer Applications and Information Technology in the Maritime Industries, COMPIT 2018, Pavone, Italy, 14-16 May, ISBN: 978-3-89220-707-8
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Hull shape optimisation using multi-fidelity metamodels and adaptive grid refinement
Wackers J., Queutey P., Visonneau M., Pellegrini R., Serani A., Diez M.
21st Numerical Towing Tank Symposium - NuTTS 2018, Cortona, Italy, ISBN: 978-1-51087-526-5
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Deep Autoencoder for Off-line Design-Space Dimensionality Reduction in Shape Optimization
D’Agostino D., Serani A., Diez M., Campana E.F.
56th AIAA Aerospace Sciences Meeting, SciTech 2018, Gaylord Palms, Kissimmee, Florida, USA, January 8-12, 2018, ISBN: 978-162410532-6
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Resistance and Payload Optimization of a Sea Vehicle by Multi-Fidelity Surrogate Models
Pellegrini R., Serani A., Broglia R., Diez M., Harries S.
56th AIAA Aerospace Sciences Meeting, SciTech 2018, Gaylord Palms, Kissimmee, Florida, USA, January 8-12, 2018, ISBN: 978-162410532-6
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CFD-based Stochastic Optimization of a Destroyer Hull Form for Realistic Ocean Operations
Diez M., Serani A., Campana E.F., Stern F.
FAST 2017, 14th International Conference on Fast Sea Transportation, Nantes, France, September 27-29, 2017
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Towards Augmented Design-Space Exploration via Combined Geometry and Physics Based Karhunen-Loève Expansion
Diez M., Serani A., Campana E.F., Stern F.
AIAA/ISSMO Multidisciplinary Analysis and Optimization (MA&O), AVIATION 2017, Denver, USA, 5-9 June 2017, ISBN: 978-162410507-4
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Are random coefficients needed in particle swarm optimization for simulation-based ship design?
Serani A., Diez M.
MARINE 2017 - 6th International Conference on Computational Methods in Marine Engineering, Nantes, France, 15-17 May 2017, ISBN: 978-849469098-3
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Multi-objective hull-form optimization of a SWATH configuration via design-space dimensionality reduction, multi-fidelity metamodels, and swarm intelligence
Pellegrini R., Serani A., Harries S., Diez M.
MARINE 2017 - 6th International Conference on Computational Methods in Marine Engineering, Nantes, France, 15-17 May 2017, ISBN: 978-849469098-3
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Mission-based hull-form and propeller optimization of a transom stern destroyer for best performance in the sea environment
Grigoropoulos G.J., Campana E.F., Diez M., Serani A., Gören O., Sariöz K., Danisman D.B., Visonneau M., Queutey P., Abdel-Maksoud M., Stern F.
MARINE 2017 - 6th International Conference on Computational Methods in Marine Engineering, Nantes, France, 15-17 May 2017, ISBN: 978-849469098-3
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Design-space Dimensionality Reduction in Hydrodynamic Shape Optimization by Generalized Karhunen-Loéve Expansion
Serani A., Leotardi C., Campana E. F., Diez M., Stern F.
SIMAI 2016 - bi-annual congress of the Italian Society of Industrial and Applied Mathematics, Milan, Italy, 13-16 September 2016, ISBN: 978-88-6493-035-0
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Global/Local Hybridization of the Multi-Objective Particle Swarm Optimization with Derivative-Free Multi-Objective Local Search
Pellegrini R., Iemma U., Serani A., Liuzzi G., Lucidi S., Rinaldi F., Iemma U., Campana E. F.
SIMAI 2016 - bi-annual congress of the Italian Society of Industrial and Applied Mathematics, Milan, Italy, 13-16 September 2016, ISBN: 978-88-6493-035-0
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Combined Geometry and Physics Based Method for Design-space Dimensionality Reduction in Hydrodynamic Shape Optimization
Diez M., Serani A., Stern F., Campana E.F.
31st Symposium on Naval Hydrodynamics, Monterey, CA, USA, 11-16 September 2016, ISBN: 978-0-69-284661-2
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Optimal design of phononic crystals using higher order boundary elements and a swarm optimization scheme
Iemma U., Marchese V., Serani A., Palma G.
23rd International Congress on Sound & Vibration, ICSV23, Athens, Greece, 10-14 July 2016, ISBN: 978-960992262-3
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Design Space Dimensionality Reduction for Single- and Multi-Disciplinary Shape Optimization
Diez M., Serani A., Campana E.F., Stern F.
AIAA/ISSMO Multidisciplinary Analysis and Optimization (MA&O), AVIATION 2016, Washington D.C., USA, 13-17 June 2016, ISBN: 978-162410439-8
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A multi-objective optimization of DTMB 5415: effects of potential flow formulation and correlation with RANS
Serani A., Campana E.F., Diez M., Stern F.
15th Conference on Computer Applications and Information Technology in the Maritime Industries, COMPIT 2016, Lecce, Italy, 9-11 May 2016, ISBN: 978-3-89220-690-3
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Derivative-free global design optimization in ship hydrodynamics by local hybridization
Serani A., Fasano G., Liuzzi G., Lucidi S., Iemma U., Campana E.F., Diez M.
14th International Conference on Computer Applications and Information Technology in the Maritime Industries, COMPIT 2015, Ulrichshusen, Germany, May 2015, ISBN: 978-3-89220-680-4
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A fish shoal algorithm for global derivative-free simulation-based ship design optimization
Diez M., Serani A., Iemma U., Campana E.F.
17th Numerical Towing Tank Symposium - NuTTS 2014, Marstrand, Sweden, September 2014, ISBN: 978-1-63439-828-2
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Multi-objective extensions of the deterministic particle swarm algorithm for RBRDO in ship design: a parametric study
Pellegrini R., Serani A., Diez M., Iemma U., Campana E.F.
17th Numerical Towing Tank Symposium - NuTTS 2014, Marstrand, Sweden, September 2014, ISBN: 978-1-63439-828-2
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Application of derivative-free multi-objective algorithms to reliability-based robust design optimization of a high-speed catamaran in real ocean environment
Pellegrini R., Campana E.F., Diez M., Serani A., Rinaldi F., Fasano G., Iemma U., Lucidi S., Liuzzi G., Stern F.
4th International Conference on Engineering Optimization - EngOpt 2014, Lisbon, Portugal, September 2014, ISBN: 978-1-138-02725-1
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Efficient simulation-based design optimization for fluid-structure interaction problems affected by uncertainty
Leotardi C., Diez M., Serani A., Iemma U., Campana E.F.
(extended abstract only) 17th U.S. National Congress on Theoretical and Applied Mechanics, Michigan State University, June 2014
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A framework for efficient simulation-based multidisciplinary robust design optimization with application to a keel fin of a racing sailboat
Leotardi C., Diez M., Serani A., Iemma U., Campana E.F.
OPT-i 2014, 1st International Conference on Engineering and Applied Sciences Optimization, Kos Island, Greece, June 2014, ISBN: 978-960-99994-6-5
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On the use of synchronous and asynchronous single-objective deterministic particle swarm optimization in ship design problems
Serani A., Diez M., Leotardi C., Peri D., Fasano G., Iemma U., Campana E.F.
OPT-i 2014, 1st International Conference on Engineering and Applied Sciences Optimization, Kos Island, Greece, June 2014, ISBN: 978-960-99994-6-5
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