Name: Summer School on Reduced Order Methods in Computational Fluid Dynamics
Start: 2022-07-11T08:00:00+02:00
End: 2022-07-15T19:00:00+02:00
Location: SISSA, International School for Advanced Studies, Main Campus, Trieste, Italy

Summer School on Reduced Order Methods in Computational Fluid Dynamics

from Monday, July 11, 2022 (8:00 AM) to Friday, July 15, 2022 (7:00 PM)

Monday, July 11, 2022

1:45 PM Opening
Opening
1:45 PM - 2:00 PM
2:00 PM Introduction on Reduced Order Methods in CFD: State of the art and Perspectives - Gianluigi Rozza
Introduction on Reduced Order Methods in CFD: State of the art and Perspectives
- Gianluigi Rozza
2:00 PM - 2:45 PM
2:45 PM A brief Technical Introduction on Reduced Order Methods based on Galerkin Projection - Gianluigi Rozza
A brief Technical Introduction on Reduced Order Methods based on Galerkin Projection
- Gianluigi Rozza
2:45 PM - 3:30 PM
3:30 PM Coffe Break
Coffe Break
3:30 PM - 4:00 PM
4:00 PM Basics Of the Finite Element Method - Maria Strazzullo
Basics Of the Finite Element Method
- Maria Strazzullo
4:00 PM - 4:45 PM
4:45 PM Reduced Basis for Finite Element Problems - Maria Strazzullo
Reduced Basis for Finite Element Problems
- Maria Strazzullo
4:45 PM - 5:30 PM
5:30 PM A posteriori error estimation for certified reduced basis methods - Federico Pichi
A posteriori error estimation for certified reduced basis methods
- Federico Pichi
5:30 PM - 6:15 PM
Tuesday, July 12, 2022
9:00 AM Non-affine (and nonlinear) problems - Federico Pichi
Non-affine (and nonlinear) problems
- Federico Pichi
9:00 AM - 9:45 AM
9:45 AM Reduced Order Methods for Flow Control - Maria Strazzullo
Reduced Order Methods for Flow Control
- Maria Strazzullo
9:45 AM - 10:30 AM
10:30 AM Coffe Break
Coffe Break
10:30 AM - 11:00 AM
11:00 AM Reduced order modelling in bifurcating parametrised non-linear equations - Federico Pichi
Reduced order modelling in bifurcating parametrised non-linear equations
- Federico Pichi
11:00 AM - 11:45 AM
11:45 AM Best Practices in Programming - Nicola Demo
Best Practices in Programming
- Nicola Demo
11:45 AM - 12:30 PM
12:30 PM Lunch Break
Lunch Break
12:30 PM - 2:00 PM
2:00 PM Practical Session with RBniCS I : worked problems - Maria Strazzullo Federico Pichi Davide Torlo
Practical Session with RBniCS I : worked problems
- Maria Strazzullo
- Federico Pichi
- Davide Torlo
2:00 PM - 2:45 PM
2:45 PM Practical Session with RBniCS II : worked problems - Federico Pichi Davide Torlo Maria Strazzullo
Practical Session with RBniCS II : worked problems
- Federico Pichi
- Davide Torlo
- Maria Strazzullo
2:45 PM - 3:30 PM
3:30 PM Coffe Break
Coffe Break
3:30 PM - 4:00 PM
4:00 PM Reduced Order Models for Fluid Structure Interaction - Monica Nonino
Reduced Order Models for Fluid Structure Interaction
- Monica Nonino
4:00 PM - 4:45 PM
4:45 PM Non-intrusive data-driven reduced order model for biomedical applications - Caterina Balzotti Michele Girfoglio
Non-intrusive data-driven reduced order model for biomedical applications
- Caterina Balzotti
- Michele Girfoglio
4:45 PM - 5:30 PM
5:30 PM Data-driven reduced order modeling of natural convection in porous media using convolutional autoencoders and Barlow Twins self-supervised learning - Francesco Ballarin
Data-driven reduced order modeling of natural convection in porous media using convolutional autoencoders and Barlow Twins self-supervised learning
- Francesco Ballarin
5:30 PM - 6:15 PM
Wednesday, July 13, 2022
9:00 AM POD-ROMs for incompressible flows: local projection, supremizers stabilization and RANS turbulence models - Samuele Rubino
POD-ROMs for incompressible flows: local projection, supremizers stabilization and RANS turbulence models
- Samuele Rubino
9:00 AM - 9:45 AM
9:45 AM Reduced Basis for Embedded Methods - Efthymios Karatzas
Reduced Basis for Embedded Methods
- Efthymios Karatzas
9:45 AM - 10:30 AM
10:30 AM Coffe Break
Coffe Break
10:30 AM - 11:00 AM
11:00 AM Weighted Reduced Order approaches for Uncertainty Quantification - Davide Torlo
Weighted Reduced Order approaches for Uncertainty Quantification
- Davide Torlo
11:00 AM - 11:45 AM
11:45 AM Spectral Element Method for Computational Fluid Dynamics - Martin Hess
Spectral Element Method for Computational Fluid Dynamics
- Martin Hess
11:45 AM - 12:30 PM
12:30 PM Lunch Break
Lunch Break
12:30 PM - 2:00 PM
2:00 PM Introduction on the Finite Volume Method and turbulence modelling - Giovanni Stabile
Introduction on the Finite Volume Method and turbulence modelling
- Giovanni Stabile
2:00 PM - 3:30 PM
3:30 PM Coffe Break
Coffe Break
3:30 PM - 4:00 PM
4:00 PM Non-intrusive reduced-order modeling using scientific machine learning - Romit Maulik
Non-intrusive reduced-order modeling using scientific machine learning
- Romit Maulik
4:00 PM - 4:45 PM
4:45 PM
4:45 PM - 5:33 PM
Contributions

4:45 PM Non-linear reduction for data-driven non-intrusive reduced-order models with parallel autoencoders - Aly Karim Yehia

4:48 PM A continuous trainable filter for convolution with unstructured data - Dario Coscia

4:51 PM Comparing Different Nonlinear Dimensionality Reduction Techniques for Data-Driven Unsteady Fluid Flow Modeling - Hunor Csala

4:54 PM SHOPROMs: SHip Optimization with Reduced Order Methods - Lorenzo Fabris

4:57 PM A Digital Twin of an Operating Theater - Giovanna Gargiulo

5:00 PM Adjacency-based DMD on Deforming Grids for Vortex-Induced Vibrations - Leonidas Konstantinos Gkimisis

5:03 PM A novel deep learning architecture for the model reduction of parametric time-dependent problems - Isabella Carla Gonnella

5:06 PM A data-driven reduced order modeling framework for shape optimization of marine propellers - Anna Ivagnes

5:09 PM ROM for Large-scale Modelling of Urban Air Pollution - Moaad Khamlich

5:12 PM A reduced order model for segregated FSI solvers based on a ALE approach - Valentin Nkana

5:15 PM A Numerical Proof of Shell Model Turbulence Closure - Giulio Ortali

5:18 PM Machine Learning and Optimal Transport for shape parametrisation - Guglielmo Padula

5:21 PM Data Driven Methods for Delay-Differential Equations - Alessandro Pecile

5:24 PM A reduced order model for the optimisation-based domain decomposition algorithm for the incompressible Navier-Stokes equations - Ivan Prusak

5:27 PM Reduced order model of airflow in a room with two unidirectional air diffusers - Dario Pupic

5:30 PM A machine learning-based reduced order model for the investigation of the haemodynamics in coronary artery bypass grafts - Piefrancesco Siena
5:33 PM Aperitif and posters discussion
Aperitif and posters discussion
5:33 PM - 6:18 PM
Thursday, July 14, 2022
9:00 AM Computational reduction for CFD problems with turbulence - Giovanni Stabile
Computational reduction for CFD problems with turbulence
- Giovanni Stabile
9:00 AM - 9:45 AM
9:45 AM A Reduced Order Model for a LES filtering approach in a Finite Volume environment - Michele Girfoglio
A Reduced Order Model for a LES filtering approach in a Finite Volume environment
- Michele Girfoglio
9:45 AM - 10:30 AM
10:30 AM Coffe Break with Group Picture
Coffe Break with Group Picture
10:30 AM - 11:00 AM
11:00 AM Reduction in the parameter space - Marco Tezzele
Reduction in the parameter space
- Marco Tezzele
11:00 AM - 11:45 AM
11:45 AM Non-Intrusive Reduced Order Models for CFD - Marco Tezzele (SISSA)
Non-Intrusive Reduced Order Models for CFD
- Marco Tezzele (SISSA)
11:45 AM - 12:30 PM
12:30 PM Lunch Break
Lunch Break
12:30 PM - 2:00 PM
2:00 PM Practical Session with ITHACA-FV - Giovanni Stabile
Practical Session with ITHACA-FV
- Giovanni Stabile
2:00 PM - 2:45 PM
2:45 PM Practical Session with ITHACA-FV - Giovanni Stabile
Practical Session with ITHACA-FV
- Giovanni Stabile
2:45 PM - 3:30 PM
3:30 PM Coffe Break
Coffe Break
3:30 PM - 4:00 PM
4:00 PM Python Companion packages for preprocessing - Nicola Demo
Python Companion packages for preprocessing
- Nicola Demo
4:00 PM - 4:45 PM
4:45 PM ROM and Industrial Applications - Andrea Mola
ROM and Industrial Applications
- Andrea Mola
4:45 PM - 5:30 PM
5:30 PM An efficient computational framework for atmospheric and ocean flows - Michele Girfoglio
An efficient computational framework for atmospheric and ocean flows
- Michele Girfoglio
5:30 PM - 6:15 PM
8:00 PM Dinner In Trieste
Dinner In Trieste
8:00 PM - 9:30 PM
Friday, July 15, 2022
9:00 AM A Reduced Approach for Artificial Neural Networks - Laura Meneghetti
A Reduced Approach for Artificial Neural Networks
- Laura Meneghetti
9:00 AM - 9:30 AM
9:30 AM Digital Twins: state of the art and future challenges - Martina Teruzzi
Digital Twins: state of the art and future challenges
- Martina Teruzzi
9:30 AM - 10:00 AM
10:00 AM Application of Neural Networks in the optimisation of a hybrid energy system - Anna Nikishova
Application of Neural Networks in the optimisation of a hybrid energy system
- Anna Nikishova
10:00 AM - 10:30 AM
10:30 AM Coffe break
Coffe break
10:30 AM - 11:00 AM
11:00 AM Deep-learning based ROMs for fast transient dynamics - Martina Cracco
Deep-learning based ROMs for fast transient dynamics
- Martina Cracco
11:00 AM - 11:30 AM
11:30 AM Data Enhanced Reduced Order Models for Turbulent Flows - Anna Ivagnes
Data Enhanced Reduced Order Models for Turbulent Flows
- Anna Ivagnes
11:30 AM - 12:00 PM
12:00 PM Non-linear MOR: non-linear manifold method - Francesco Romor
Non-linear MOR: non-linear manifold method
- Francesco Romor
12:00 PM - 12:30 PM
12:30 PM Conclusion
Conclusion
12:30 PM - 12:45 PM