Name: [ONLINE] Introduction to machine learning in the application area of fluid mechanics and combustion using HPC@ JSC
Start: 2022-12-08T08:30:00+01:00
End: 2022-12-08T17:00:00+01:00
Location: No location set

[ONLINE] Introduction to machine learning in the application area of fluid mechanics and combustion using HPC@ JSC

Thursday, December 8, 2022 - 8:30 AM

Monday, December 5, 2022
Tuesday, December 6, 2022
Wednesday, December 7, 2022
Thursday, December 8, 2022
8:30 AM Welcome and introduction to interactive supercomputing for machine learning on HPC - Jens Henrik Göbbert (Jülich Supercomputing Centre)
Welcome and introduction to interactive supercomputing for machine learning on HPC
- Jens Henrik Göbbert (Jülich Supercomputing Centre)
8:30 AM - 9:15 AM
Room: Online
9:15 AM Introduction to machine learning: artificial and convolutional neural networks - Ludovico Nista (RWTH Aachen University)
Introduction to machine learning: artificial and convolutional neural networks
- Ludovico Nista (RWTH Aachen University)
9:15 AM - 10:00 AM
Room: Online
10:00 AM Machine learning for combustion modeling: Flamelet representation through ANN - Federica Ferraro (TU Darmstadt)
Machine learning for combustion modeling: Flamelet representation through ANN
- Federica Ferraro (TU Darmstadt)
10:00 AM - 10:45 AM
Room: Online
10:45 AM Coffee break
Coffee break
10:45 AM - 11:15 AM
Room: Online
11:15 AM Hands-on session: - linear regression and rain prediction via ANN, a digit classifier using CNN - a flamelet representation with ANN - T. Jeremy P. Karpowski (TU Darmstadt)
Hands-on session: - linear regression and rain prediction via ANN, a digit classifier using CNN - a flamelet representation with ANN
- T. Jeremy P. Karpowski (TU Darmstadt)
11:15 AM - 12:00 PM
Room: Online
12:00 PM Lunch break
Lunch break
12:00 PM - 1:30 PM
Room: Online
1:30 PM Machine learning for combustion modeling: GAN modeling of sub-filter turbulence - Temistocle Grenga (RWTH Aachen University)
Machine learning for combustion modeling: GAN modeling of sub-filter turbulence
- Temistocle Grenga (RWTH Aachen University)
1:30 PM - 2:15 PM
Room: Online
2:15 PM HPC with Machine Learning: multi-node multi-GPU training: theory and applications - Ludovico Nista (RWTH Aachen University)
HPC with Machine Learning: multi-node multi-GPU training: theory and applications
- Ludovico Nista (RWTH Aachen University)
2:15 PM - 3:00 PM
Room: Online
3:00 PM Coffee break
Coffee break
3:00 PM - 3:30 PM
Room: Online
3:30 PM HPC and ML for Combustion Simulation: Embedding ML into CFD code - Peicho Petkov (NCSA)
HPC and ML for Combustion Simulation: Embedding ML into CFD code
- Peicho Petkov (NCSA)
3:30 PM - 4:15 PM
Room: Online
4:15 PM Advanced applications of AI super-resolution to combustion - Mathis Bode (Jülich Supercomputing Centre)
Advanced applications of AI super-resolution to combustion
- Mathis Bode (Jülich Supercomputing Centre)
4:15 PM - 5:00 PM
Room: Online

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