Machine Learning Participants
ALMASI Fatheme
University of Rouen, France
SOAGE QUINTANS Manuel Andres
University of A Coruña, Spain
BARBEIRO Sylvia
University of Coimbra, Portugal
BECK Andrea
University of Stuttgart, Germany
BEZGIN Deniz
University of Munich, Germany
BOIS Léo
University of Strasbourg, France
BOURRIAUD Alexandre
University of Bordeaux, France
BRITO Irène
University of do Minho, Portugal
CLAIN Stéphane
University of do Minho, Portugal
CONGEDO Pietro
Inria, France
COSTA Pedro
University of Lisboa, Portugal
COSTAS Carla
University of Porto, Portugal
COUCEIRO Ivan
University of A Coruña, Spain
DARLIK Fateme
University of Luxembourg, Luxembourg
DE VUYST Florian
University of Paris, France
RAY Deep
Rice University, TX, USA
DUARTE Albuquerque
University of Lisboa, Portugal
DUVIGNEAU Régis
INRIA, France
ENGSIG-KARUP Alan Peter
University of Lyngby, Danemark
NAVARRINA Fermin
University of A Coruña, Spain
FERNANDEZ FIDALGO Javier
University of A Coruña, Spain
FIGUEIREDO Jorge
University of do Minho, Portugal
FRANK Emmanuel
University of Strasbourg, France
ICHCHOU Mohamed
Ecole Centrale, Lyon, France
LOBO Diogo
University of Coimbra, Portugal
LOPES Diogo
University of do Minho, Portugal
LOUBERE Raphaël
University of Bordeaux, France
MACHADO Gaspar
University of do Minho, Portugal
MALHEIRO Teresa
University of do Minho, Portugal
MARTINS Francisco
University of Lisboa, Portugal
MOLINARO Roberto
University of Zurich, Switzerland
NAVALHO Jorge
University of Lisboa, Portugal
NAVORET Laurent
University of Strasbourg, France
NOBREGA Joao
University of do Minho, Portugal
NOGUEIRA Xesus
University of A Coruña, Spain
NOVELO Paul
CEA, France
RAMIREZ PALACIOS Luis
University of A Coruña, Spain
PARIS-LOPEZ José
University of A Coruña, Spain
PEREIRA Rui
University of Minho, Portugal
RUSCH Konstantine
ETH of Zurich, Switzerland
SALAZAR Andrés
Tockyo tech, Japan
TURPAULT Rodolphe
University of Bordeaux, France
VIGON Vincent
University of Strasbourg, France
YAMAMOTO Kazuya
University of Swansea, UK
ZINE Abdelmalek
Ecole Centrale, Lyon, France
Machine Learning Program
Thursday 16th
| 9h00 | Open | ||
| 9h00-9h15 | CLAIN – LOUBERE | Welcoming and introduction | |
| 9h15-10h00 | SOAGE QUINTANS and FIDALGO (A Coruña, Spain) | “Machine Learning: An introduction” | |
| 10h00-10h45 | BOURRIAUD (Bordeaux, france) | “A priori Neural Networks vs a posteriori MOOD loop — A high accurate 1D Finite Volume scheme testing bed” | |
| 10h45-11h00 | COFFEE | ||
| 11h00-11h45 | SALAZAR (Tokyo, Japan) | “Machine Learning Trained Hybrid WENO-Z THINC Reconstruction Schemes for Compressible Flow” | |
| 11h45-12h30 | RAY (Texas, USA) | “A deep learning framework for p-adaptation” | |
| 12h30-13h00 | DISCUSSION | ||
| 13h00-15h00 | LUNCH | ||
| 15h00-15h45 | DUVIGNEAU (Inria, France) | “Gaussian Process models to design and improve numerical simulations” | |
| 15h45-16h30 | BECK (Stuttgart, Germany) | “Shock Detection and Localization for High Order Schemes based on Machine Learning Methods” | |
| 16h30-17h00 | COFFEE | ||
| 17h00-17h45 | MOLINARO (Zurich, Switzerland) | “A multi-level procedure for enhancing accuracy of machine learning algorithms” | |
| 17h45-18h45 | ROUND TABLE 1: Future of ML for CFD – modelling and simulations | ||
| 18h45-19h00 | DISCUSSION | ||
| 19h00-20h00 | ICE BREAKING COCKTAIL | ||
| 20h00- | DINER | ||
Friday 17th
| 9h00-9h45 | DE VUYST (Paris, France) | “(Extended) Dynamic Mode Decomposition – Connection with IA and ANNs” |
| 9h45-10h30 | BARBEIRO (Coimbra, Portugal) | “Learning optimized partial differential equation models” |
| 10h30-10h45 | COFFEE | |
| 10h45-11h30 | NOVELLO (CEA, France) | “A Goal Oriented Sensitivity Analysis for Hyperparameter Optimization in Deep Learning” |
| 11h30-12h15 | BEZGIN (Munich, Germany) | “A data-driven physics informed finite volume scheme for small-scale dependent shocks” |
| 12h15-12h45 | DISCUSSION | |
| 12h45-15h00 | LUNCH | |
| 15h00-15h45 | ENGTSIG-KARUP (Lyngby, Danemark) | “TBA” |
| 15h45-16h30 | RUSCH (Zurich, Switzerland) | “Enhanced Generalization in Deep Learning using Quasi-Monte Carlo Sampling” |
| 16h30-17h00 | COFFEE | |
| 17h00-17h45 | LOBO (Coimbra, Portugal) | “Training fast and stable cross-diffusion reaction schemes for image restoration” |
| 18h00 | CLOSING | |
To register or submitt an abstract you can fill the forms online or send an email to: