Gianluigi Rozza

271 papers A* 1B 1Misc 1Journal 262Unranked 6

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A Multi-Fidelity Parametric Framework for Reduced-Order Modeling using Optimal Transport-based Interpolation: Applications to Diffused-Interface Two-Phase Flows. CoRR Moaad Khamlich, Niccolò Tonicello, Federico Pichi, Gianluigi Rozza
2026	J	`jnl`	An efficient hyper reduced-order model for segregated solvers for geometrical parametrization problems. CoRR Valentin Nkana Ngan, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2026	J	`jnl`	Bifurcation curve detection with deflation for multiparametric PDEs. CoRR Nitin Kumar, Federico Pichi, Gianluigi Rozza
2026	J	`jnl`	Efficient and Accurate Surrogate Modeling of Turbulent Flows via Space-Dependent Aggregation and Reduced Order Models. CoRR Piero Zappi, Anna Ivagnes, Niccolò Tonicello, Gianluigi Rozza
2026	J	`jnl`	Introduction to the Combination of Reduced Order Models and Domain Decomposition: State of the Art and Perspectives. CoRR Shenhui Ruan, Andreas G. Class, Gianluigi Rozza
2026	J	`jnl`	Latent Dynamics Graph Convolutional Networks for model order reduction of parameterized time-dependent PDEs. CoRR Lorenzo Tomada, Federico Pichi, Gianluigi Rozza
2026	J	`jnl`	Model Order Reduction of Cerebrovascular Hemodynamics Using POD_Galerkin and Reservoir Computing_based Approach. CoRR Rahul Halder, Arash Hajisharifi, Kabir Bakhshaei, Gianluigi Rozza
2026	J	`jnl`	Plug-and-play neural compression: A knowledge distillation framework with flexible dimensionality reduction. J. Syst. Archit. Laura Meneghetti, Edoardo Bianchi, Nicola Demo, Gianluigi Rozza
2026	J	`jnl`	Reinforcement Learning-Based Filters for Convection-Dominated Flows: Reference-Free and Reference-Guided Training. CoRR Anna Ivagnes, Maria Strazzullo, Gianluigi Rozza
2026	J	`jnl`	StabOp: A Data-Driven Stabilization Operator for Reduced Order Modeling. CoRR Ping-Hsuan Tsai, Anna Ivagnes, Annalisa Quaini, Traian Iliescu, Gianluigi Rozza
2025	J	`jnl`	A Deep-Learning Enhanced Gappy Proper Orthogonal Decomposition Method for Conjugate Heat Transfer Problem. CoRR Arash Hajisharifi, Rahul Halder, Michele Girfoglio, Giovanni Stabile, Gianluigi Rozza
2025	J	`jnl`	A Review of Equation-Based and Data-Driven Reduced Order Models featuring a Hybrid cardiovascular application. CoRR Pierfrancesco Siena, Pasquale Claudio Africa, Michele Girfoglio, Gianluigi Rozza
2025	J	`jnl`	A Streamline Upwind Petrov-Galerkin Reduced Order Method for Advection-Dominated Partial Differential Equations Under Optimal Control. Comput. Methods Appl. Math. Fabio Zoccolan, Maria Strazzullo, Gianluigi Rozza
2025	J	`jnl`	A data-driven study on implicit LES using a spectral difference method. J. Comput. Phys. Nicola Clinco, Niccolò Tonicello, Gianluigi Rozza
2025	J	`jnl`	A hybrid Reduced Order Model to enforce outflow pressure boundary conditions in computational haemodynamics. CoRR Pierfrancesco Siena, Pasquale Claudio Africa, Michele Girfoglio, Gianluigi Rozza
2025	J	`jnl`	A hybrid reduced-order model for segregated fluid-structure interaction solvers in an ALE approach at high Reynolds number. Comput. Math. Appl. Valentin Nkana Ngan, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2025	J	`jnl`	A new data-driven energy-stable Evolve-Filter-Relax model for turbulent flow simulation. CoRR Anna Ivagnes, Toby van Gastelen, Syver Døving Agdestein, Benjamin Sanderse, Giovanni Stabile, Gianluigi Rozza
2025	J	`jnl`	A segregated reduced-order model of a pressure-based solver for turbulent compressible flows. Adv. Model. Simul. Eng. Sci. Matteo Zancanaro, Valentin Nkana Ngan, Giovanni Stabile, Gianluigi Rozza
2025	A*	`conf`	BARNN: A Bayesian Autoregressive and Recurrent Neural Network. ICML Dario Coscia, Max Welling, Nicola Demo, Gianluigi Rozza
2025	J	`jnl`	BARNN: A Bayesian Autoregressive and Recurrent Neural Network. CoRR Dario Coscia, Max Welling, Nicola Demo, Gianluigi Rozza
2025	J	`jnl`	Combining Extended Convolutional Autoencoders and Reservoir Computing for Accurate Reduced-Order Predictions of Atmospheric Flows. CoRR Arash Hajisharifi, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2025	J	`jnl`	Coupling Physics Informed Neural Networks with External Solvers. CoRR Rahul Halder, Giovanni Stabile, Gianluigi Rozza
2025	J	`jnl`	Data-driven Closure Strategies for Parametrized Reduced Order Models via Deep Operator Networks. CoRR Anna Ivagnes, Giovanni Stabile, Gianluigi Rozza
2025	J	`jnl`	Data-driven Optimization for the Evolve-Filter-Relax regularization of convection-dominated flows. CoRR Anna Ivagnes, Maria Strazzullo, Michele Girfoglio, Traian Iliescu, Gianluigi Rozza
2025	J	`jnl`	Data-driven discovery of delay differential equations with discrete delays. J. Comput. Appl. Math. Alessandro Pecile, Nicola Demo, Marco Tezzele, Gianluigi Rozza, Dimitri Breda
2025	J	`jnl`	Efficient Numerical Strategies for Entropy-Regularized Semi-Discrete Optimal Transport. CoRR Moaad Khamlich, Francesco Romor, Gianluigi Rozza
2025	J	`jnl`	Explicable hyper-reduced order models on nonlinearly approximated solution manifolds of compressible and incompressible Navier-Stokes equations. J. Comput. Phys. Francesco Romor, Giovanni Stabile, Gianluigi Rozza
2025	J	`jnl`	Friedrichs' systems discretized with the DGM: domain decomposable model order reduction and Graph Neural Networks approximating vanishing viscosity solutions. J. Comput. Phys. Francesco Romor, Davide Torlo, Gianluigi Rozza
2025	J	`jnl`	Generative Models for Parameter Space Reduction applied to Reduced Order Modelling. CoRR Guglielmo Padula, Gianluigi Rozza
2025	—	`conf`	KD-AHOSVD: Neural Network Compression via Knowledge Distillation and Tensor Decomposition. DASIP Laura Meneghetti, Edoardo Bianchi, Nicola Demo, Gianluigi Rozza
2025	J	`jnl`	Linear and nonlinear filtering for a two-layer quasi-geostrophic ocean model. Appl. Math. Comput. Lander Besabe, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2025	J	`jnl`	Machine Learning-based quadratic closures for non-intrusive Reduced Order Models. CoRR Gabriele Codega, Anna Ivagnes, Nicola Demo, Gianluigi Rozza
2025	J	`jnl`	Mesh-informed Reduced Order Models for aneurysm rupture risk prediction. J. Comput. Appl. Math. Giuseppe Alessio D'Inverno, Saeid Moradizadeh, Sajad Salavatidezfouli, Pasquale Claudio Africa, Gianluigi Rozza
2025	J	`jnl`	Model Reduction for Transport-Dominated Problems via Cross-Correlation Based Snapshot Registration. CoRR Harshith Gowrachari, Giovanni Stabile, Gianluigi Rozza
2025	J	`jnl`	Nonlinear reduction strategies for data compression: a comprehensive comparison from diffusion to advection problems. CoRR Isabella Carla Gonnella, Federico Pichi, Gianluigi Rozza
2025	J	`jnl`	On an adjoint-based numerical approach for time-dependent optimal control problems of biomedical interest. CoRR Zahra Mirzaiyan, Pierfrancesco Siena, Pasquale Claudio Africa, Michele Girfoglio, Gianluigi Rozza
2025	J	`jnl`	On the choice of proper outlet boundary conditions for numerical simulation of cardiovascular flows. CoRR Zahra Mirzaiyan, Michele Girfoglio, Gianluigi Rozza
2025	J	`jnl`	Optimal Transport-Inspired Deep Learning Framework for Slow-Decaying Kolmogorov \({n}\)-Width Problems: Exploiting Sinkhorn Loss and Wasserstein Kernel. SIAM J. Sci. Comput. Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2025	J	`jnl`	Optimal transport-based displacement interpolation with data augmentation for reduced order modeling of nonlinear dynamical systems. J. Comput. Phys. Moaad Khamlich, Federico Pichi, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2025	J	`jnl`	Physics informed neural network framework for unsteady discretized reduced order system. Comput. Math. Appl. Rahul Halder, Giovanni Stabile, Gianluigi Rozza
2025	J	`jnl`	Projection-based reduced order modelling for unsteady parametrized optimal control problems in 3D cardiovascular flows. Comput. Methods Programs Biomed. Surabhi Rathore, Pasquale Claudio Africa, Francesco Ballarin, Federico Pichi, Michele Girfoglio, Gianluigi Rozza
2025	J	`jnl`	ROM for Viscous, Incompressible Flow in Polygons - exponential CoRR Francesco Romor, Federico Pichi, Giovanni Stabile, Gianluigi Rozza, Christoph Schwab
2025	J	`jnl`	Randomized Proper Orthogonal Decomposition for data-driven reduced order modeling of a two-layer quasi-geostrophic ocean model. CoRR Lander Besabe, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2025	J	`jnl`	Reservoir computing based predictive reduced order model for steel grade intermixing in an industrial continuous casting tundish. CoRR Harshith Gowrachari, Mattia Giuseppe Barra, Giovanni Stabile, Gianluca Bazzaro, Gianluigi Rozza
2025	J	`jnl`	Revisiting Deep Information Propagation: Fractal Frontier and Finite-size Effects. CoRR Giuseppe Alessio D'Inverno, Zhiyuan Hu, Leo Davy, Michael Unser, Gianluigi Rozza, Jonathan Dong
2025	J	`jnl`	Sparse Identification for bifurcating phenomena in Computational Fluid Dynamics. CoRR Lorenzo Tomada, Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2025	J	`jnl`	Stabilized POD reduced order models for convection-dominated incompressible flows. Comput. Appl. Math. Pierfrancesco Siena, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2025	J	`jnl`	Stabilized weighted reduced order methods for parametrized advection-dominated optimal control problems governed by partial differential equations with random inputs. J. Num. Math. Fabio Zoccolan, Maria Strazzullo, Gianluigi Rozza
2025	J	`jnl`	Surrogate normal-forms for the numerical bifurcation and stability analysis of navier-stokes flows via machine learning. CoRR Alessandro Della Pia, Dimitrios G. Patsatzis, Gianluigi Rozza, Lucia Russo, Constantinos I. Siettos
2025	J	`jnl`	Time Extrapolation with Graph Convolutional Autoencoder and Tensor Train Decomposition. CoRR Yuanhong Chen, Federico Pichi, Zhen Gao, Gianluigi Rozza
2024	J	`jnl`	A LSTM-enhanced surrogate model to simulate the dynamics of particle-laden fluid systems. CoRR Arash Hajisharifi, Rahul Halder, Michele Girfoglio, Andrea Beccari, Domenico Bonanni, Gianluigi Rozza
2024	J	`jnl`	A Local Approach to Parameter Space Reduction for Regression and Classification Tasks. J. Sci. Comput. Francesco Romor, Marco Tezzele, Gianluigi Rozza
2024	J	`jnl`	A Predictive Surrogate Model for Heat Transfer of an Impinging Jet on a Concave Surface. CoRR Sajad Salavatidezfouli, Saeid Rakhsha, Armin Sheidani, Giovanni Stabile, Gianluigi Rozza
2024	J	`jnl`	A brief review of Reduced Order Models using intrusive and non-intrusive techniques. CoRR Guglielmo Padula, Michele Girfoglio, Gianluigi Rozza
2024	J	`jnl`	A hybrid reduced-order model for segregated fluid-structure interaction solvers in an ALE approach at high Reynolds number. CoRR Valentin Nkana Ngan, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2024	J	`jnl`	A stochastic perturbation approach to nonlinear bifurcating problems. CoRR Isabella Carla Gonnella, Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2024	J	`jnl`	A time-adaptive algorithm for pressure dominated flows: a heuristic estimator. CoRR Ivan Prusak, Davide Torlo, Monica Nonino, Gianluigi Rozza
2024	J	`jnl`	An optimisation-based domain-decomposition reduced order model for parameter-dependent non-stationary fluid dynamics problems. Comput. Math. Appl. Ivan Prusak, Davide Torlo, Monica Nonino, Gianluigi Rozza
2024	J	`jnl`	Computational study of numerical flux schemes for mesoscale atmospheric flows in a Finite Volume framework. CoRR Nicola Clinco, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2024	J	`jnl`	Data-driven Discovery of Delay Differential Equations with Discrete Delays. CoRR Alessandro Pecile, Nicola Demo, Marco Tezzele, Gianluigi Rozza, Dimitri Breda
2024	J	`jnl`	Data-driven parameterization refinement for the structural optimization of cruise ship hulls. CoRR Lorenzo Fabris, Marco Tezzele, Ciro Busiello, Mauro Sicchiero, Gianluigi Rozza
2024	J	`jnl`	Data-driven reduced order modeling of a two-layer quasi-geostrophic ocean model. CoRR Lander Besabe, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2024	J	`jnl`	Enhancing non-intrusive Reduced Order Models with space-dependent aggregation methods. CoRR Anna Ivagnes, Niccolò Tonicello, Paola Cinnella, Gianluigi Rozza
2024	J	`jnl`	Geometrically parametrised reduced order models for studying the hysteresis of the Coanda effect in finite element-based incompressible fluid dynamics. J. Comput. Phys. Jose Raul Bravo, Giovanni Stabile, Markus Hess, J. A. Hernandez, Riccardo Rossi, Gianluigi Rozza
2024	J	`jnl`	Jacobi convolution polynomial for Petrov-Galerkin scheme and general fractional calculus of arbitrary order over finite interval. CoRR Pavan Pranjivan Mehta, Gianluigi Rozza
2024	J	`jnl`	Large-scale graph-machine-learning surrogate models for 3D-flowfield prediction in external aerodynamics. Adv. Model. Simul. Eng. Sci. Davide Roznowicz, Giovanni Stabile, Nicola Demo, Davide Fransos, Gianluigi Rozza
2024	J	`jnl`	Linear and nonlinear filtering for a two-layer quasi-geostrophic ocean model. CoRR Lander Besabe, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2024	J	`jnl`	Mathematical modelling and computational reduction of molten glass fluid flow in a furnace melting basin. Comput. Appl. Math. Francesco Ballarin, Enrique Delgado Ávila, Andrea Mola, Gianluigi Rozza
2024	J	`jnl`	Mesh-Informed Reduced Order Models for Aneurysm Rupture Risk Prediction. CoRR Giuseppe Alessio D'Inverno, Saeid Moradizadeh, Sajad Salavatidezfouli, Pasquale Claudio Africa, Gianluigi Rozza
2024	J	`jnl`	Non-intrusive model reduction of advection-dominated hyperbolic problems using neural network shift augmented manifold transformations. CoRR Harshith Gowrachari, Nicola Demo, Giovanni Stabile, Gianluigi Rozza
2024	J	`jnl`	On the accuracy and efficiency of reduced order models: towards real-world applications. CoRR Pierfrancesco Siena, Pasquale Claudio Africa, Michele Girfoglio, Gianluigi Rozza
2024	J	`jnl`	Optimal Transport-Based Displacement Interpolation with Data Augmentation for Reduced Order Modeling of Nonlinear Dynamical Systems. CoRR Moaad Khamlich, Federico Pichi, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2024	J	`jnl`	Optimisation-Based Coupling of Finite Element Model and Reduced Order Model for Computational Fluid Dynamics. CoRR Ivan Prusak, Davide Torlo, Monica Nonino, Gianluigi Rozza
2024	J	`jnl`	Optimized Bayesian Framework for Inverse Heat Transfer Problems Using Reduced Order Methods. CoRR Kabir Bakhshaei, Umberto Emil Morelli, Giovanni Stabile, Gianluigi Rozza
2024	J	`jnl`	Parametric Intrusive Reduced Order Models enhanced with Machine Learning Correction Terms. CoRR Anna Ivagnes, Giovanni Stabile, Gianluigi Rozza
2024	J	`jnl`	Preface. Comput. Math. Appl. Francesco Piccialli, Gianluigi Rozza, Giovanni Stabile
2024	J	`jnl`	Projection-based Reduced Order Modelling for Unsteady Parametrized Optimal Control Problems in 3D Cardiovascular Flows. CoRR Surabhi Rathore, Pasquale Claudio Africa, Francesco Ballarin, Federico Pichi, Michele Girfoglio, Gianluigi Rozza
2024	J	`jnl`	PyDMD: A Python Package for Robust Dynamic Mode Decomposition. J. Mach. Learn. Res. Sara M. Ichinaga, Francesco Andreuzzi, Nicola Demo, Marco Tezzele, Karl Lapo, Gianluigi Rozza, Steven L. Brunton, J. Nathan Kutz
2024	J	`jnl`	PyDMD: A Python package for robust dynamic mode decomposition. CoRR Sara M. Ichinaga, Francesco Andreuzzi, Nicola Demo, Marco Tezzele, Karl Lapo, Gianluigi Rozza, Steven L. Brunton, J. Nathan Kutz
2024	J	`jnl`	Stabilized POD Reduced Order Models for convection-dominated incompressible flows. CoRR Pierfrancesco Siena, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2024	J	`jnl`	Stochastic Parameter Prediction in Cardiovascular Problems. CoRR Kabir Bakhshaei, Sajad Salavatidezfouli, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	A DeepONet Multi-Fidelity Approach for Residual Learning in Reduced Order Modeling. CoRR Nicola Demo, Marco Tezzele, Gianluigi Rozza
2023	J	`jnl`	A DeepONet multi-fidelity approach for residual learning in reduced order modeling. Adv. Model. Simul. Eng. Sci. Nicola Demo, Marco Tezzele, Gianluigi Rozza
2023	J	`jnl`	A Dynamic Mode Decomposition Extension for the Forecasting of Parametric Dynamical Systems. SIAM J. Appl. Dyn. Syst. Francesco Andreuzzi, Nicola Demo, Gianluigi Rozza
2023	J	`jnl`	A Graph-based Framework for Complex System Simulating and Diagnosis with Automatic Reconfiguration. CoRR Martina Teruzzi, Nicola Demo, Gianluigi Rozza
2023	J	`jnl`	A Non-Intrusive Data-Driven Reduced Order Model for Parametrized CFD-DEM Numerical Simulations. CoRR Arash Hajisharifi, Francesco Romano, Michele Girfoglio, Andrea Beccari, Domenico Bonanni, Gianluigi Rozza
2023	J	`jnl`	A Streamline upwind Petrov-Galerkin Reduced Order Method for Advection-Dominated Partial Differential Equations under Optimal Control. CoRR Fabio Zoccolan, Maria Strazzullo, Gianluigi Rozza
2023	J	`jnl`	A data-driven surrogate modeling approach for time-dependent incompressible Navier-Stokes equations with dynamic mode decomposition and manifold interpolation. Adv. Comput. Math. Martin W. Hess, Annalisa Quaini, Gianluigi Rozza
2023	J	`jnl`	A dimensionality reduction approach for convolutional neural networks. Appl. Intell. Laura Meneghetti, Nicola Demo, Gianluigi Rozza
2023	J	`jnl`	A hybrid projection/data-driven reduced order model for the Navier-Stokes equations with nonlinear filtering stabilization. J. Comput. Phys. Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2023	J	`jnl`	A non-intrusive data-driven reduced order model for parametrized CFD-DEM numerical simulations. J. Comput. Phys. Arash Hajisharifi, Francesco Romano, Michele Girfoglio, Andrea Beccari, Domenico Bonanni, Gianluigi Rozza
2023	J	`jnl`	A novel Large Eddy Simulation model for the Quasi-Geostrophic equations in a Finite Volume setting. J. Comput. Appl. Math. Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2023	J	`jnl`	A physics-based reduced order model for urban air pollution prediction. CoRR Moaad Khamlich, Giovanni Stabile, Gianluigi Rozza, László Környei, Zoltán Horváth
2023	J	`jnl`	A reduced-order model for segregated fluid-structure interaction solvers based on an ALE approach. CoRR Valentin Nkana Ngan, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2023	J	`jnl`	A shape optimization pipeline for marine propellers by means of reduced order modeling techniques. CoRR Anna Ivagnes, Nicola Demo, Gianluigi Rozza
2023	J	`jnl`	A two stages Deep Learning Architecture for Model Reduction of Parametric Time-Dependent Problems. CoRR Isabella Carla Gonnella, Martin W. Hess, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	A two-stage deep learning architecture for model reduction of parametric time-dependent problems. Comput. Math. Appl. Isabella Carla Gonnella, Martin W. Hess, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	An extended physics informed neural network for preliminary analysis of parametric optimal control problems. Comput. Math. Appl. Nicola Demo, Maria Strazzullo, Gianluigi Rozza
2023	J	`jnl`	An optimisation-based domain-decomposition reduced order model for parameter-dependent non-stationary fluid dynamics problems. CoRR Ivan Prusak, Davide Torlo, Monica Nonino, Gianluigi Rozza
2023	J	`jnl`	An optimisation-based domain-decomposition reduced order model for the incompressible Navier-Stokes equations. Comput. Math. Appl. Ivan Prusak, Monica Nonino, Davide Torlo, Francesco Ballarin, Gianluigi Rozza
2023	J	`jnl`	Applicable Methodologies for the Mass Transfer Phenomenon in Tumble Dryers: A Review. CoRR Sajad Salavatidezfouli, Arash Hajisharifi, Michele Girfoglio, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	Data-Driven Reduced Order Modelling for Patient-Specific Hemodynamics of Coronary Artery Bypass Grafts with Physical and Geometrical Parameters. J. Sci. Comput. Pierfrancesco Siena, Michele Girfoglio, Francesco Ballarin, Gianluigi Rozza
2023	J	`jnl`	Deep Reinforcement Learning for the Heat Transfer Control of Pulsating Impinging Jets. CoRR Sajad Salavatidezfouli, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	Explicable hyper-reduced order models on nonlinearly approximated solution manifolds of compressible and incompressible Navier-Stokes equations. CoRR Francesco Romor, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	Filter stabilization for the mildly compressible Euler equations with application to atmosphere dynamics simulations. CoRR Nicola Clinco, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2023	J	`jnl`	Friedrichs' systems discretized with the Discontinuous Galerkin method: domain decomposable model order reduction and Graph Neural Networks approximating vanishing viscosity solutions. CoRR Francesco Romor, Davide Torlo, Gianluigi Rozza
2023	J	`jnl`	Generative Adversarial Reduced Order Modelling. CoRR Dario Coscia, Nicola Demo, Gianluigi Rozza
2023	J	`jnl`	Generative Models for the Deformation of Industrial Shapes with Linear Geometric Constraints: model order and parameter space reductions. CoRR Guglielmo Padula, Francesco Romor, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	Hybrid data-driven closure strategies for reduced order modeling. Appl. Math. Comput. Anna Ivagnes, Giovanni Stabile, Andrea Mola, Traian Iliescu, Gianluigi Rozza
2023	J	`jnl`	Modal Analysis of the Wake Shed Behind a Horizontal Axis Wind Turbine with Flexible Blades. CoRR Sajad Salavatidezfouli, Armin Sheidani, Kabir Bakhshaei, Ali Safari, Arash Hajisharifi, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	Model Order Reduction for Deforming Domain Problems in a Time-Continuous Space-Time Setting. CoRR Fabian Key, Max von Danwitz, Francesco Ballarin, Gianluigi Rozza
2023	J	`jnl`	Non-linear Manifold Reduced-Order Models with Convolutional Autoencoders and Reduced Over-Collocation Method. J. Sci. Comput. Francesco Romor, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	Optimal Transport-inspired Deep Learning Framework for Slow-Decaying Problems: Exploiting Sinkhorn Loss and Wasserstein Kernel. CoRR Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2023	J	`jnl`	Physics Informed Neural Network Framework for Unsteady Discretized Reduced Order System. CoRR Rahul Halder, Giovanni Stabile, Gianluigi Rozza
2023	J	`jnl`	Physics-Informed Neural networks for Advanced modeling. J. Open Source Softw. Dario Coscia, Anna Ivagnes, Nicola Demo, Gianluigi Rozza
2023	J	`jnl`	Pressure data-driven variational multiscale reduced order models. J. Comput. Phys. Anna Ivagnes, Giovanni Stabile, Andrea Mola, Traian Iliescu, Gianluigi Rozza
2023	J	`jnl`	Projection Based Semi-Implicit Partitioned Reduced Basis Method for Fluid-Structure Interaction Problems. J. Sci. Comput. Monica Nonino, Francesco Ballarin, Gianluigi Rozza, Yvon Maday
2023	J	`jnl`	Reduced Basis, Embedded Methods and Parametrized Levelset Geometry. CoRR Efthymios N. Karatzas, Giovanni Stabile, Francesco Ballarin, Gianluigi Rozza
2023	J	`jnl`	Reduced order models for the buckling of hyperelastic beams. CoRR Federico Pichi, Gianluigi Rozza
2023	J	`jnl`	Stabilized Weighted Reduced Order Methods for Parametrized Advection-Dominated Optimal Control Problems governed by Partial Differential Equations with Random Inputs. CoRR Fabio Zoccolan, Maria Strazzullo, Gianluigi Rozza
2023	J	`jnl`	Towards a Machine Learning Pipeline in Reduced Order Modelling for Inverse Problems: Neural Networks for Boundary Parametrization, Dimensionality Reduction and Solution Manifold Approximation. J. Sci. Comput. Anna Ivagnes, Nicola Demo, Gianluigi Rozza
2023	J	`jnl`	Weighted reduced order methods for uncertainty quantification in computational fluid dynamics. CoRR Julien Genovese, Francesco Ballarin, Gianluigi Rozza, Claudio Canuto
2022	J	`jnl`	A Continuous Convolutional Trainable Filter for Modelling Unstructured Data. CoRR Dario Coscia, Laura Meneghetti, Nicola Demo, Giovanni Stabile, Gianluigi Rozza
2022	J	`jnl`	A Data-Driven Surrogate Modeling Approach for Time-Dependent Incompressible Navier-Stokes Equations with Dynamic Mode Decomposition and Manifold Interpolation. CoRR Martin W. Hess, Annalisa Quaini, Gianluigi Rozza
2022	J	`jnl`	A POD-Galerkin reduced order model for the Navier-Stokes equations in stream function-vorticity formulation. CoRR Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2022	B	`conf`	A Proper Orthogonal Decomposition Approach for Parameters Reduction of Single Shot Detector Networks. ICIP Laura Meneghetti, Nicola Demo, Gianluigi Rozza
2022	J	`jnl`	A Proper Orthogonal Decomposition approach for parameters reduction of Single Shot Detector networks. CoRR Laura Meneghetti, Nicola Demo, Gianluigi Rozza
2022	J	`jnl`	A Reduced Order Cut Finite Element method for geometrically parametrized steady and unsteady Navier-Stokes problems. Comput. Math. Appl. Efthymios N. Karatzas, Monica Nonino, Francesco Ballarin, Gianluigi Rozza
2022	J	`jnl`	A data-driven Reduced Order Method for parametric optimal blood flow control: application to coronary bypass graft. CoRR Caterina Balzotti, Pierfrancesco Siena, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2022	J	`jnl`	A linear filter regularization for POD-based reduced order models of the quasi-geostrophic equations. CoRR Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2022	J	`jnl`	A multi-fidelity approach coupling parameter space reduction and non-intrusive POD with application to structural optimization of passenger ship hulls. CoRR Marco Tezzele, Lorenzo Fabris, Matteo Sidari, Mauro Sicchiero, Gianluigi Rozza
2022	J	`jnl`	A novel Large Eddy Simulation model for the Quasi-Geostrophic Equations in a Finite Volume setting. CoRR Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2022	J	`jnl`	A segregated reduced order model of a pressure-based solver for turbulent compressible flows. CoRR Matteo Zancanaro, Giovanni Stabile, Gianluigi Rozza
2022	J	`jnl`	A unified steady and unsteady formulation for hydrodynamic potential flow simulations with fully nonlinear free surface boundary conditions. CoRR Andrea Mola, Nicola Giuliani, Óscar Crego, Gianluigi Rozza
2022	J	`jnl`	An introduction to POD-Greedy-Galerkin reduced basis method. CoRR Pierfrancesco Siena, Michele Girfoglio, Gianluigi Rozza
2022	J	`jnl`	An optimisation-based domain-decomposition reduced order model for the incompressible Navier-Stokes equations. CoRR Ivan Prusak, Monica Nonino, Davide Torlo, Francesco Ballarin, Gianluigi Rozza
2022	J	`jnl`	Assessment of URANS and LES Methods in Predicting Wake Shed Behind a Vertical Axis Wind Turbine. CoRR Armin Sheidani, Sajad Salavatidezfouli, Giovanni Stabile, Gianluigi Rozza
2022	J	`jnl`	Data-Driven Enhanced Model Reduction for Bifurcating Models in Computational Fluid Dynamics. CoRR Martin W. Hess, Annalisa Quaini, Gianluigi Rozza
2022	J	`jnl`	Deep learning-based reduced-order methods for fast transient dynamics. CoRR Martina Cracco, Giovanni Stabile, Andrea Lario, Martin Larcher, Folco Casadei, Georgios Valsamos, Gianluigi Rozza
2022	J	`jnl`	Embedded domain Reduced Basis Models for the shallow water hyperbolic equations with the Shifted Boundary Method. CoRR Xianyi Zeng, Giovanni Stabile, Efthymios N. Karatzas, Guglielmo Scovazzi, Gianluigi Rozza
2022	J	`jnl`	Fast and accurate numerical simulations for the study of coronary artery bypass grafts by artificial neural network. CoRR Pierfrancesco Siena, Michele Girfoglio, Gianluigi Rozza
2022	J	`jnl`	Hybrid Data-Driven Closure Strategies for Reduced Order Modeling. CoRR Anna Ivagnes, Giovanni Stabile, Andrea Mola, Traian Iliescu, Gianluigi Rozza
2022	J	`jnl`	Model Reduction Using Sparse Polynomial Interpolation for the Incompressible Navier-Stokes Equations. CoRR Martin W. Hess, Gianluigi Rozza
2022	J	`jnl`	Neural-network learning of SPOD latent dynamics. J. Comput. Phys. Andrea Lario, Romit Maulik, Oliver T. Schmidt, Gianluigi Rozza, Gianmarco Mengaldo
2022	J	`jnl`	Non-intrusive reduced order models for the accurate prediction of bifurcating phenomena in compressible fluid dynamics. CoRR Niccolò Tonicello, Andrea Lario, Gianluigi Rozza, Gianmarco Mengaldo
2022	J	`jnl`	Non-linear manifold ROM with Convolutional Autoencoders and Reduced Over-Collocation method. CoRR Francesco Romor, Giovanni Stabile, Gianluigi Rozza
2022	J	`jnl`	Novel Methodologies for Solving the Inverse Unsteady Heat Transfer Problem of Estimating the Boundary Heat Flux in Continuous Casting Molds. CoRR Umberto Emil Morelli, Patricia Barral, Peregrina Quintela, Gianluigi Rozza, Giovanni Stabile
2022	J	`jnl`	POD-Galerkin model order reduction for parametrized nonlinear time-dependent optimal flow control: an application to shallow water equations. J. Num. Math. Maria Strazzullo, Francesco Ballarin, Gianluigi Rozza
2022	J	`jnl`	Pressure Data-Driven Variational Multiscale Reduced Order Models. CoRR Anna Ivagnes, Giovanni Stabile, Andrea Mola, Traian Iliescu, Gianluigi Rozza
2022	J	`jnl`	Projection based semi-implicit partitioned Reduced Basis Method for non parametrized and parametrized Fluid-Structure Interaction problems. CoRR Monica Nonino, Francesco Ballarin, Gianluigi Rozza, Yvon Maday
2022	J	`jnl`	Reduced basis methods for time-dependent problems. Acta Numer. Jan S. Hesthaven, Cecilia Pagliantini, Gianluigi Rozza
2022	J	`jnl`	Reduced order modeling for spectral element methods: current developments in Nektar++ and further perspectives. CoRR Martin W. Hess, Andrea Lario, Gianmarco Mengaldo, Gianluigi Rozza
2022	J	`jnl`	Scientific Machine Learning Through Physics-Informed Neural Networks: Where we are and What's Next. J. Sci. Comput. Salvatore Cuomo, Vincenzo Schiano Di Cola, Fabio Giampaolo, Gianluigi Rozza, Maziar Raissi, Francesco Piccialli
2022	J	`jnl`	Scientific Machine Learning through Physics-Informed Neural Networks: Where we are and What's next. CoRR Salvatore Cuomo, Vincenzo Schiano Di Cola, Fabio Giampaolo, Gianluigi Rozza, Maziar Raissi, Francesco Piccialli
2022	J	`jnl`	Towards a Numerical Proof of Turbulence Closure. CoRR Giulio Ortali, Alessandro Corbetta, Gianluigi Rozza, Federico Toschi
2022	J	`jnl`	Towards a machine learning pipeline in reduced order modelling for inverse problems: neural networks for boundary parametrization, dimensionality reduction and solution manifold approximation. CoRR Anna Ivagnes, Nicola Demo, Gianluigi Rozza
2022	J	`jnl`	Verifiability of the Data-Driven Variational Multiscale Reduced Order Model. J. Sci. Comput. Birgul Koc, Changhong Mou, Honghu Liu, Zhu Wang, Gianluigi Rozza, Traian Iliescu
2021	J	`jnl`	A Certified Reduced Basis Method for Linear Parametrized Parabolic Optimal Control Problems in Space-Time Formulation. CoRR Maria Strazzullo, Francesco Ballarin, Gianluigi Rozza
2021	J	`jnl`	A Dimensionality Reduction Approach for Convolutional Neural Networks. CoRR Laura Meneghetti, Nicola Demo, Gianluigi Rozza
2021	J	`jnl`	A Hybrid Reduced Order Model for nonlinear LES filtering. CoRR Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2021	J	`jnl`	A POD-Galerkin reduced order model for a LES filtering approach. J. Comput. Phys. Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2021	J	`jnl`	A Reduced Order Model for a Stable Embedded Boundary Parametrized Cahn-Hilliard Phase-Field System Based on Cut Finite Elements. J. Sci. Comput. Efthymios N. Karatzas, Gianluigi Rozza
2021	J	`jnl`	A Reduced basis stabilization for the unsteady Stokes and Navier-Stokes equations. CoRR Shafqat Ali, Francesco Ballarin, Gianluigi Rozza
2021	J	`jnl`	A Supervised Learning Approach Involving Active Subspaces for an Efficient Genetic Algorithm in High-Dimensional Optimization Problems. SIAM J. Sci. Comput. Nicola Demo, Marco Tezzele, Gianluigi Rozza
2021	J	`jnl`	A data-driven partitioned approach for the resolution of time-dependent optimal control problems with dynamic mode decomposition. CoRR Eleonora Donadini, Maria Strazzullo, Marco Tezzele, Gianluigi Rozza
2021	J	`jnl`	A dynamic mode decomposition extension for the forecasting of parametric dynamical systems. CoRR Francesco Andreuzzi, Nicola Demo, Gianluigi Rozza
2021	J	`jnl`	A local approach to parameter space reduction for regression and classification tasks. CoRR Francesco Romor, Marco Tezzele, Gianluigi Rozza
2021	J	`jnl`	A monolithic and a partitioned Reduced Basis Method for Fluid-Structure Interaction problems. CoRR Monica Nonino, Francesco Ballarin, Gianluigi Rozza
2021	J	`jnl`	A numerical approach for heat flux estimation in thin slabs continuous casting molds using data assimilation. CoRR Umberto Emil Morelli, Patricia Barral, Peregrina Quintela, Gianluigi Rozza, Giovanni Stabile
2021	J	`jnl`	A weighted POD-reduction approach for parametrized PDE-constrained Optimal Control Problems with random inputs and applications to environmental sciences. CoRR Giuseppe Carere, Maria Strazzullo, Francesco Ballarin, Gianluigi Rozza, Rob Stevenson
2021	J	`jnl`	A weighted POD-reduction approach for parametrized PDE-constrained optimal control problems with random inputs and applications to environmental sciences. Comput. Math. Appl. Giuseppe Carere, Maria Strazzullo, Francesco Ballarin, Gianluigi Rozza, Rob Stevenson
2021	J	`jnl`	ATHENA: Advanced Techniques for High Dimensional Parameter Spaces to Enhance Numerical Analysis. CoRR Francesco Romor, Marco Tezzele, Gianluigi Rozza
2021	J	`jnl`	ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis. Softw. Impacts Francesco Romor, Marco Tezzele, Gianluigi Rozza
2021	J	`jnl`	An artificial neural network approach to bifurcating phenomena in computational fluid dynamics. CoRR Federico Pichi, Francesco Ballarin, Gianluigi Rozza, Jan S. Hesthaven
2021	J	`jnl`	An efficient FV-based Virtual Boundary Method for the simulation of fluid-solid interaction. CoRR Michele Girfoglio, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2021	J	`jnl`	An extended physics informed neural network for preliminary analysis of parametric optimal control problems. CoRR Nicola Demo, Maria Strazzullo, Gianluigi Rozza
2021	J	`jnl`	An optimal control approach to determine resistance-type boundary conditions from in-vivo data for cardiovascular simulations. CoRR Elisa Fevola, Francesco Ballarin, Laura Jiménez-Juan, Stephen Fremes, Stefano Grivet-Talocia, Gianluigi Rozza, Piero Triverio
2021	J	`jnl`	Consistency of the Full and Reduced Order Models for Evolve-Filter-Relax Regularization of Convection-Dominated, Marginally-Resolved Flows. CoRR Maria Strazzullo, Michele Girfoglio, Francesco Ballarin, Traian Iliescu, Gianluigi Rozza
2021	J	`jnl`	Efficient computation of bifurcation diagrams with a deflated approach to reduced basis spectral element method. Adv. Comput. Math. Moreno Pintore, Federico Pichi, Martin W. Hess, Gianluigi Rozza, Claudio Canuto
2021	J	`jnl`	Finite element based model order reduction for parametrized one-way coupled steady state linear thermomechanical problems. CoRR Nirav Vasant Shah, Michele Girfoglio, Peregrina Quintela, Gianluigi Rozza, Alejandro Lengomin, Francesco Ballarin, Patricia Barral
2021	J	`jnl`	Fluid-structure interaction simulations with a LES filtering approach in solids4Foam. CoRR Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2021	J	`jnl`	Hierarchical Model Reduction Techniques for Flow Modeling in a Parametrized Setting. Multiscale Model. Simul. Matteo Zancanaro, Francesco Ballarin, Simona Perotto, Gianluigi Rozza
2021	J	`jnl`	Hull shape design optimization with parameter space and model reductions, and self-learning mesh morphing. CoRR Nicola Demo, Marco Tezzele, Andrea Mola, Gianluigi Rozza
2021	J	`jnl`	Hybrid neural network reduced order modelling for turbulent flows with geometric parameters. CoRR Matteo Zancanaro, Markus Mrosek, Giovanni Stabile, Carsten Othmer, Gianluigi Rozza
2021	J	`jnl`	Model order reduction for bifurcating phenomena in Fluid-Structure Interaction problems. CoRR Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2021	J	`jnl`	Multi-fidelity data fusion through parameter space reduction with applications to automotive engineering. CoRR Francesco Romor, Marco Tezzele, Markus Mrosek, Carsten Othmer, Gianluigi Rozza
2021	J	`jnl`	Neural-network learning of SPOD latent dynamics. CoRR Andrea Lario, Romit Maulik, Gianluigi Rozza, Gianmarco Mengaldo
2021	J	`jnl`	Pressure stabilization strategies for a LES filtering Reduced Order Model. CoRR Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2021	J	`jnl`	PyGeM: Python Geometrical Morphing. Softw. Impacts Marco Tezzele, Nicola Demo, Andrea Mola, Gianluigi Rozza
2021	J	`jnl`	The Neural Network shifted-Proper Orthogonal Decomposition: a Machine Learning Approach for Non-linear Reduction of Hyperbolic Equations. CoRR Davide Papapicco, Nicola Demo, Michele Girfoglio, Giovanni Stabile, Gianluigi Rozza
2021	J	`jnl`	Thermomechanical modelling for industrial applications. CoRR Nirav Vasant Shah, Michele Girfoglio, Gianluigi Rozza
2021	J	`jnl`	Verifiability of the Data-Driven Variational Multiscale Reduced Order Model. CoRR Birgul Koc, Changhong Mou, Honghu Liu, Zhu Wang, Gianluigi Rozza, Traian Iliescu
2020	J	`jnl`	A POD-Galerkin reduced order model for a LES filtering approach. CoRR Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2020	J	`jnl`	A Reduced Order Cut Finite Element method for geometrically parameterized steady and unsteady Navier-Stokes problems. CoRR Efthymios N. Karatzas, Monica Nonino, Francesco Ballarin, Gianluigi Rozza
2020	J	`jnl`	A Reduced Order Model for a stable embedded boundary parametrized Cahn-Hilliard phase-field system based on cut finite elements. CoRR Efthymios N. Karatzas, Gianluigi Rozza
2020	J	`jnl`	A Reduced Order Modeling Technique to Study Bifurcating Phenomena: Application to the Gross-Pitaevskii Equation. SIAM J. Sci. Comput. Federico Pichi, Annalisa Quaini, Gianluigi Rozza
2020	J	`jnl`	A comparison of reduced-order modeling approaches for PDEs with bifurcating solutions. CoRR Martin W. Hess, Annalisa Quaini, Gianluigi Rozza
2020	J	`jnl`	A non-intrusive data-driven ROM framework for hemodynamics problems. CoRR Michele Girfoglio, L. Scandurra, Francesco Ballarin, Giuseppe Infantino, Francesca Nicolò, Andrea Montalto, Gianluigi Rozza, Roberto Scrofani, Marina Comisso, Francesco Musumeci
2020	J	`jnl`	A supervised learning approach involving active subspaces for an efficient genetic algorithm in high-dimensional optimization problems. CoRR Nicola Demo, Marco Tezzele, Gianluigi Rozza
2020	J	`jnl`	An efficient computational framework for naval shape design and optimization problems by means of data-driven reduced order modeling techniques. CoRR Nicola Demo, Giulio Ortali, Gianluca Gustin, Gianluigi Rozza, Gianpiero Lavini
2020	J	`jnl`	Certified Reduced Basis VMS-Smagorinsky model for natural convection flow in a cavity with variable height. Comput. Math. Appl. Francesco Ballarin, Tomás Chacón Rebollo, Enrique Delgado Ávila, Macarena Gómez Mármol, Gianluigi Rozza
2020	J	`jnl`	Data-driven POD-Galerkin reduced order model for turbulent flows. J. Comput. Phys. Saddam Hijazi, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2020	J	`jnl`	Driving bifurcating parametrized nonlinear PDEs by optimal control strategies: application to Navier-Stokes equations with model order reduction. CoRR Federico Pichi, Maria Strazzullo, Francesco Ballarin, Gianluigi Rozza
2020	J	`jnl`	Enhancing CFD predictions in shape design problems by model and parameter space reduction. Adv. Model. Simul. Eng. Sci. Marco Tezzele, Nicola Demo, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2020	J	`jnl`	Enhancing CFD predictions in shape design problems by model and parameter space reduction. CoRR Marco Tezzele, Nicola Demo, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2020	J	`jnl`	Gaussian process approach within a data-driven POD framework for fluid dynamics engineering problems. CoRR Giulio Ortali, Nicola Demo, Gianluigi Rozza
2020	J	`jnl`	Kernel-based Active Subspaces with application to CFD parametric problems using Discontinuous Galerkin method. CoRR Francesco Romor, Marco Tezzele, Andrea Lario, Gianluigi Rozza
2020	J	`jnl`	MicroROM: An Efficient and Accurate Reduced Order Method to Solve Many-Query Problems in Micro-Motility. CoRR Nicola Giuliani, Martin W. Hess, Antonio DeSimone, Gianluigi Rozza
2020	J	`jnl`	Multi-fidelity data fusion for the approximation of scalar functions with low intrinsic dimensionality through active subspaces. CoRR Francesco Romor, Marco Tezzele, Gianluigi Rozza
2020	J	`jnl`	Non-intrusive PODI-ROM for patient-specific aortic blood flow in presence of a LVAD device. CoRR Michele Girfoglio, Francesco Ballarin, Giuseppe Infantino, Francesca Nicolò, Andrea Montalto, Gianluigi Rozza, Roberto Scrofani, Marina Comisso, Francesco Musumeci
2020	J	`jnl`	On the comparison of LES data-driven reduced order approaches for hydroacoustic analysis. CoRR Mahmoud Gadalla, Marta Cianferra, Marco Tezzele, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2020	J	`jnl`	POD-Galerkin Model Order Reduction for Parametrized Nonlinear Time Dependent Optimal Flow Control: an Application to Shallow Water Equations. CoRR Maria Strazzullo, Francesco Ballarin, Gianluigi Rozza
2020	J	`jnl`	POD-Galerkin Model Order Reduction for Parametrized Time Dependent Linear Quadratic Optimal Control Problems in Saddle Point Formulation. J. Sci. Comput. Maria Strazzullo, Francesco Ballarin, Gianluigi Rozza
2020	J	`jnl`	POD-Galerkin reduced order methods for combined Navier-Stokes transport equations based on a hybrid FV-FE solver. Comput. Math. Appl. Saray Busto, Giovanni Stabile, Gianluigi Rozza, M. Elena Vázquez-Cendón
2020	J	`jnl`	Projection-based reduced order models for a cut finite element method in parametrized domains. Comput. Math. Appl. Efthymios N. Karatzas, Francesco Ballarin, Gianluigi Rozza
2020	J	`jnl`	Reduced order methods for parametric flow control problems and applications. CoRR Francesco Ballarin, Gianluigi Rozza, Maria Strazzullo
2020	J	`jnl`	Stabilized reduced basis methods for parametrized steady Stokes and Navier-Stokes equations. Comput. Math. Appl. Shafqat Ali, Francesco Ballarin, Gianluigi Rozza
2020	J	`jnl`	Stabilized reduced basis methods for parametrized steady Stokes and Navier-Stokes equations. CoRR Shafqat Ali, Francesco Ballarin, Gianluigi Rozza
2019	J	`jnl`	A Hybrid Reduced Order Method for Modelling Turbulent Heat Transfer Problems. CoRR Sokratia Georgaka, Giovanni Stabile, Kelbij Star, Gianluigi Rozza, Michael J. Bluck
2019	J	`jnl`	A Reduced Order technique to study bifurcating phenomena: application to the Gross-Pitaevskii equation. CoRR Federico Pichi, Annalisa Quaini, Gianluigi Rozza
2019	J	`jnl`	A Reduced-Order Shifted Boundary Method for Parametrized incompressible Navier-Stokes equations. CoRR Efthymios N. Karatzas, Giovanni Stabile, Léo Nouveau, Guglielmo Scovazzi, Gianluigi Rozza
2019	J	`jnl`	A Weighted POD Method for Elliptic PDEs with Random Inputs. J. Sci. Comput. Luca Venturi, Francesco Ballarin, Gianluigi Rozza
2019	J	`jnl`	A non-intrusive approach for proper orthogonal decomposition modal coefficients reconstruction through active subspaces. CoRR Nicola Demo, Marco Tezzele, Gianluigi Rozza
2019	J	`jnl`	A reduced order variational multiscale approach for turbulent flows. Adv. Comput. Math. Giovanni Stabile, Francesco Ballarin, Giacomo Zuccarino, Gianluigi Rozza
2019	J	`jnl`	Basic Ideas and Tools for Projection-Based Model Reduction of Parametric Partial Differential Equations. CoRR Gianluigi Rozza, Martin W. Hess, Giovanni Stabile, Marco Tezzele, Francesco Ballarin
2019	J	`jnl`	BladeX: Python Blade Morphing. J. Open Source Softw. Mahmoud Gadalla, Marco Tezzele, Andrea Mola, Gianluigi Rozza
2019	J	`jnl`	Data-Driven POD-Galerkin Reduced Order Model for Turbulent Flows. CoRR Saddam Hijazi, Giovanni Stabile, Andrea Mola, Gianluigi Rozza
2019	—	`conf`	Discontinuous Galerkin Model Order Reduction of Geometrically Parametrized Stokes Equation. ENUMATH Nirav Vasant Shah, Martin Wilfried Hess, Gianluigi Rozza
2019	J	`jnl`	Discontinuous Galerkin Model Order Reduction of Geometrically Parametrized Stokes Equation. CoRR Nirav Vasant Shah, Martin W. Hess, Gianluigi Rozza
2019	J	`jnl`	Efficient Reduction in Shape Parameter Space Dimension for Ship Propeller Blade Design. CoRR Andrea Mola, Marco Tezzele, Mahmoud Gadalla, Federica Valdenazzi, Davide Grassi, Roberta Padovan, Gianluigi Rozza
2019	J	`jnl`	Efficient computation of bifurcation diagrams with a deflated approach to reduced basis spectral element method. CoRR Moreno Pintore, Federico Pichi, Martin W. Hess, Gianluigi Rozza, Claudio Canuto
2019	J	`jnl`	Extension and comparison of techniques to enforce boundary conditions in Finite Volume POD-Galerkin reduced order models for fluid dynamic problems. CoRR S. Kelbij Star, Giovanni Stabile, Francesco Belloni, Gianluigi Rozza, Joris Degroote
2019	J	`jnl`	Hierarchical Model Reduction Techniques for Flow Modeling in a Parametrized Setting. CoRR Matteo Zancanaro, Francesco Ballarin, Simona Perotto, Gianluigi Rozza
2019	J	`jnl`	Overcoming slowly decaying Kolmogorov n-width by transport maps: application to model order reduction of fluid dynamics and fluid-structure interaction problems. CoRR Monica Nonino, Francesco Ballarin, Gianluigi Rozza, Yvon Maday
2019	J	`jnl`	POD-Galerkin Model Order Reduction for Parametrized Time Dependent Linear Quadratic Optimal Control Problems in Saddle Point Formulation. CoRR Maria Strazzullo, Francesco Ballarin, Gianluigi Rozza
2019	J	`jnl`	Preface: Special Issue on Model Reduction. J. Sci. Comput. Tony Lelièvre, Simona Perotto, Gianluigi Rozza, Daniele A. Di Pietro, Alexandre Ern, Luca Formaggia
2019	J	`jnl`	Reduced Basis Approaches for Parametrized Bifurcation Problems held by Non-linear Von Kármán Equations. J. Sci. Comput. Federico Pichi, Gianluigi Rozza
2019	—	`conf`	Reduced Order Methods for Parametrized Non-linear and Time Dependent Optimal Flow Control Problems, Towards Applications in Biomedical and Environmental Sciences. ENUMATH Maria Strazzullo, Zakia Zainib, Francesco Ballarin, Gianluigi Rozza
2019	J	`jnl`	Reduced order methods for parametric optimal flow control in coronary bypass grafts, towards patient-specific data assimilation. CoRR Zakia Zainib, Francesco Ballarin, Stephen Fremes, Piero Triverio, Laura Jiménez-Juan, Gianluigi Rozza
2019	J	`jnl`	Reduced order methods for parametrized non-linear and time dependent optimal flow control problems, towards applications in biomedical and environmental sciences. CoRR Maria Strazzullo, Zakia Zainib, Francesco Ballarin, Gianluigi Rozza
2018	J	`jnl`	Certified Reduced Basis Approximation for the Coupling of Viscous and Inviscid Parametrized Flow Models. J. Sci. Comput. Immanuel Martini, Bernard Haasdonk, Gianluigi Rozza
2018	J	`jnl`	Dimension reduction in heterogeneous parametric spaces with application to naval engineering shape design problems. Adv. Model. Simul. Eng. Sci. Marco Tezzele, Filippo Salmoiraghi, Andrea Mola, Gianluigi Rozza
2018	J	`jnl`	EZyRB: Easy Reduced Basis method. J. Open Source Softw. Nicola Demo, Marco Tezzele, Gianluigi Rozza
2018	J	`jnl`	Model Reduction for Parametrized Optimal Control Problems in Environmental Marine Sciences and Engineering. SIAM J. Sci. Comput. Maria Strazzullo, Francesco Ballarin, Renzo Mosetti, Gianluigi Rozza
2018	J	`jnl`	PyDMD: Python Dynamic Mode Decomposition. J. Open Source Softw. Nicola Demo, Marco Tezzele, Gianluigi Rozza
2018	J	`jnl`	Stabilized Weighted Reduced Basis Methods for Parametrized Advection Dominated Problems with Random Inputs. SIAM/ASA J. Uncertain. Quantification Davide Torlo, Francesco Ballarin, Gianluigi Rozza
2017	J	`jnl`	Computational reduction strategies for the detection of steady bifurcations in incompressible fluid-dynamics: Applications to Coanda effect in cardiology. J. Comput. Phys. Giuseppe Pitton, Annalisa Quaini, Gianluigi Rozza
2017	J	`jnl`	On a Certified Smagorinsky Reduced Basis Turbulence Model. SIAM J. Numer. Anal. Tomás Chacón Rebollo, Enrique Delgado Ávila, Macarena Gómez Mármol, Francesco Ballarin, Gianluigi Rozza
2017	J	`jnl`	On the Application of Reduced Basis Methods to Bifurcation Problems in Incompressible Fluid Dynamics. J. Sci. Comput. Giuseppe Pitton, Gianluigi Rozza
2017	J	`jnl`	Reduced Basis Methods for Uncertainty Quantification. SIAM/ASA J. Uncertain. Quantification Peng Chen, Alfio Quarteroni, Gianluigi Rozza
2016	J	`jnl`	Fast simulations of patient-specific haemodynamics of coronary artery bypass grafts based on a POD-Galerkin method and a vascular shape parametrization. J. Comput. Phys. Francesco Ballarin, Elena Faggiano, Sonia Ippolito, Andrea Manzoni, Alfio Quarteroni, Gianluigi Rozza, Roberto Scrofani
2016	J	`jnl`	Isogeometric analysis-based reduced order modelling for incompressible linear viscous flows in parametrized shapes. Adv. Model. Simul. Eng. Sci. Filippo Salmoiraghi, Francesco Ballarin, Luca Heltai, Gianluigi Rozza
2016	J	`jnl`	Multilevel and weighted reduced basis method for stochastic optimal control problems constrained by Stokes equations. Numerische Mathematik Peng Chen, Alfio Quarteroni, Gianluigi Rozza
2016	J	`jnl`	Reduced basis method and domain decomposition for elliptic problems in networks and complex parametrized geometries. Comput. Math. Appl. Laura Iapichino, Alfio Quarteroni, Gianluigi Rozza
2015	J	`jnl`	Model order reduction of parameterized systems (MoRePaS) - Preface to the special issue of advances in computational mathematics. Adv. Comput. Math. Peter Benner, Mario Ohlberger, Anthony T. Patera, Gianluigi Rozza, Danny C. Sorensen, Karsten Urban
2015	J	`jnl`	Reduced basis approximation and a-posteriori error estimation for the coupled Stokes-Darcy system. Adv. Comput. Math. Immanuel Martini, Gianluigi Rozza, Bernard Haasdonk
2015	J	`jnl`	Reduced basis approximation of parametrized optimal flow control problems for the Stokes equations. Comput. Math. Appl. Federico Negri, Andrea Manzoni, Gianluigi Rozza
2014	J	`jnl`	Comparison Between Reduced Basis and Stochastic Collocation Methods for Elliptic Problems. J. Sci. Comput. Peng Chen, Alfio Quarteroni, Gianluigi Rozza
2014	J	`jnl`	Shape Optimization by Free-Form Deformation: Existence Results and Numerical Solution for Stokes Flows. J. Sci. Comput. Francesco Ballarin, Andrea Manzoni, Gianluigi Rozza, Sandro Salsa
2013	J	`jnl`	A Weighted Reduced Basis Method for Elliptic Partial Differential Equations with Random Input Data. SIAM J. Numer. Anal. Peng Chen, Alfio Quarteroni, Gianluigi Rozza
2013	—	`conf`	Reduced Basis Approximation of Parametrized Advection-Diffusion PDEs with High Péclet Number. ENUMATH Paolo Pacciarini, Gianluigi Rozza
2013	J	`jnl`	Reduced Basis Method for Parametrized Elliptic Optimal Control Problems. SIAM J. Sci. Comput. Federico Negri, Gianluigi Rozza, Andrea Manzoni, Alfio Quarteroni
2013	J	`jnl`	Reduced basis approximation and a posteriori error estimation for Stokes flows in parametrized geometries: roles of the inf-sup stability constants. Numerische Mathematik Gianluigi Rozza, Dinh Bao Phuong Huynh, Andrea Manzoni
2013	J	`jnl`	Stochastic Optimal Robin Boundary Control Problems of Advection-Dominated Elliptic Equations. SIAM J. Numer. Anal. Peng Chen, Alfio Quarteroni, Gianluigi Rozza
2012	J	`jnl`	A Reduced Basis Model with Parametric Coupling for Fluid-Structure Interaction Problems. SIAM J. Sci. Comput. Toni Lassila, Alfio Quarteroni, Gianluigi Rozza
2012	Misc	`conf`	A Reduced-Order Strategy for Solving Inverse Bayesian Shape Identification Problems in Physiological Flows. HPSC Andrea Manzoni, Toni Lassila, Alfio Quarteroni, Gianluigi Rozza
2011	—	`conf`	Reduction Strategies for Shape Dependent Inverse Problems in Haemodynamics. System Modelling and Optimization Toni Lassila, Andrea Manzoni, Gianluigi Rozza
2009	J	`jnl`	Reduced basis method for multi-parameter-dependent steady Navier-Stokes equations: Applications to natural convection in a cavity. J. Comput. Phys. Simone Deparis, Gianluigi Rozza
2006	J	`jnl`	A Mathematical Approach in the Design of Arterial Bypass Using Unsteady Stokes Equations. J. Sci. Comput. Valery I. Agoshkov, Alfio Quarteroni, Gianluigi Rozza
2006	J	`jnl`	Shape Design in Aorto-Coronaric Bypass Anastomoses Using Perturbation Theory. SIAM J. Numer. Anal. Valery I. Agoshkov, Alfio Quarteroni, Gianluigi Rozza
2005	—	`conf`	Numerical Approximation of a Control Problem for Advection-Diffusion Processes. System Modelling and Optimization Alfio Quarteroni, Gianluigi Rozza, Luca Dedè, Annalisa Quaini