All Stories

  1. Uncertainty Quantification of Ship Resistance via Multi-Index Stochastic Collocation and Radial Basis Function Surrogates: A Comparison

    Article • June 2020, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Matteo Diez, Dr Andrea Serani, Chiara Piazzola

  2. Comparison of Multi-Fidelity Approaches for Military Vehicle Design

    Article • June 2020, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Matteo Diez, Dr Andrea Serani

  3. Adaptive N-Fidelity Metamodels for Noisy CFD Data

    Article • June 2020, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Matteo Diez, Dr Andrea Serani, Simone Ficini

  4. Benchmarking Uncertainty Quantification Methods Using the NACA 2412 Airfoil with Geometrical and Operational Uncertainties

    Article • June 2019, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Andrea Serani, Dr Domenico Quagliarella, Dr Matteo Diez, Michele Pisaroni, Professor Umberto Iemma, Luca Montagliani

  5. Stochastic Shape Optimization via Design-Space Augmented Dimensionality Reduction and RANS Computations

    Article • January 2019, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Andrea Serani, Dr Matteo Diez

  6. PIV Data Clustering of a Buoyant Jet in a Stratified Environment

    Article • January 2019, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Andrea Serani, Dr Matteo Diez, Danilo Durante

  7. Simulation-Based Design Optimization by Sequential Multi-criterion Adaptive Sampling and Dynamic Radial Basis Functions

    Article • July 2018, Springer Science + Business Media

    Dr Andrea Serani

  8. On the Combined Effect of Design-space Dimensionality Reduction and Optimization Methods on Shape Optimization Efficiency

    Article • June 2018, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Andrea Serani

  9. Shape Optimization under Stochastic Conditions by Design-space Augmented Dimensionality Reduction

    Article • June 2018, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Andrea Serani

  10. Resistance and Payload Optimization of a Sea Vehicle by Adaptive Multi-Fidelity Metamodeling

    Article • January 2018, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Andrea Serani

  11. Deep Autoencoder for Off-Line Design-Space Dimensionality Reduction in Shape Optimization

    Article • January 2018, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Andrea Serani

  12. Dolphin Pod Optimization

    Article • December 2017, Springer Science + Business Media

    Dr Andrea Serani

  13. Hybrid Global/Local Derivative-Free Multi-objective Optimization via Deterministic Particle Swarm with Local Linesearch

    Article • December 2017, Springer Science + Business Media

    Dr Andrea Serani

  14. Nonlinear Methods for Design-Space Dimensionality Reduction in Shape Optimization

    Article • December 2017, Springer Science + Business Media

    Dr Andrea Serani

  15. A multi-objective DIRECT algorithm for ship hull optimization

    Article • Computational Optimization and Applications, October 2017, Springer Science + Business Media

    Dr Andrea Serani

  16. Towards Augmented Design-Space Exploration via Combined Geometry and Physics Based Karhunen-Loève Expansion

    Article • June 2017, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Emilio F Campana, Dr Andrea Serani, Dr Matteo Diez

  17. Formulation and parameter selection of multi-objective deterministic particle swarm for simulation-based optimization

    Article • Applied Soft Computing, May 2017, Elsevier

    Dr Matteo Diez, Dr Andrea Serani

  18. Dolphin Pod Optimization

    Article • January 2017, Springer Science + Business Media

    Dr Andrea Serani

  19. Parameter selection in synchronous and asynchronous deterministic particle swarm optimization for ship hydrodynamics problems

    Article • Applied Soft Computing, December 2016, Elsevier

    Professor Umberto Iemma, Dr Matteo Diez, Dr Andrea Serani

  20. Ship hydrodynamic optimization by local hybridization of deterministic derivative-free global algorithms

    Article • Applied Ocean Research, September 2016, Elsevier

    Dr Andrea Serani, Professor Umberto Iemma, Dr Matteo Diez

  21. Dimensionality reduction for shape optimization

    Article • June 2016, American Institute of Aeronautics and Astronautics (AIAA)

    Dr Andrea Serani, Dr Emilio F Campana, Dr Matteo Diez

  22. A variable-accuracy metamodel-based architecture for global MDO under uncertainty

    Article • Structural and Multidisciplinary Optimization, April 2016, Springer Science + Business Media

    Dr Andrea Serani, Professor Umberto Iemma, Dr Matteo Diez

  23. Dense Orthogonal Initialization for Deterministic PSO: ORTHOinit+

    Article • January 2016, Springer Science + Business Media

    Dr Andrea Serani, Dr Matteo Diez

  24. Derivative-free global ship design optimization using global/local hybridization of the DIRECT algorithm

    Article • Optimization and Engineering, December 2015, Springer Science + Business Media

    Dr Andrea Serani, Professor Umberto Iemma, Dr Matteo Diez

  25. Globally Convergent Hybridization of Particle Swarm Optimization Using Line Search-Based Derivative-Free Techniques

    Article • December 2014, Springer Science + Business Media

    Dr Daniele Peri, Dr Andrea Serani, Professor Umberto Iemma, Dr Matteo Diez

  26. A Proposal of PSO Particles’ Initialization for Costly Unconstrained Optimization Problems: ORTHOinit

    Article • January 2014, Springer Science + Business Media

    Dr Daniele Peri, Dr Andrea Serani, Professor Umberto Iemma, Dr Matteo Diez