FSD Science Coordination Meeting / KoM AI&ML projects

Name: FSD Science Coordination Meeting / KoM AI&ML projects
Start: 2024-05-21T09:00:00+02:00
End: 2024-05-21T12:30:00+02:00
Location: No location set

Tuesday 21 May 2024, 09:00 → 12:30 Europe/Berlin

Description

Following the endorsement by the General Assembly of the 15 AI&ML projects, we are eager to kick off these activities with the FSD Science Coordination Meeting.

The objectives of the meeting are:
To provide an overview of the endorsed projects to the broader community;
To identify the “home” Work Package (WP) for each project;
To establish a communication platform among AI&ML projects implemented in different WPs through the creation of an additional Thrust;
To clarify the roles and responsibilities of the various individuals and bodies involved (PIs, WP PLs, E-TASC SB, PMU).

In practical terms, we expect a brief presentation from each PI (5 minutes) followed by short discussions.

ZOOM: https://us02web.zoom.us/j/88220481379?pwd=RGRiYzQ2UmRPYmNwdU5LM3hoeC9hQT09

- 09:00 → 09:10
  
  INTRODUCTION 10m
  
  Objectives of the meeting
  
  Speaker: Dr Denis Kalupin (EUROfusion PMU)
- 09:10 → 10:10
  PrIO - hosted projects
  
  Convener: Xavier Litaudon
  - 09:10
    
    CEA-03 10m
    
    Towards Tokamak operations Conversational AI Interface Using Multimodal Large Language Models
    
    Speaker: Feda Almuhisen
    
    Kick-off- PRIO-IA-CEA_21_5_meeting.pdf
  - 09:20
    
    DIFFER-01 10m
    
    Machine learning accelerated SOL simulations: SOLPS-NN
    
    Speaker: Dr Sven Wiesen (DIFFER)
    
    PMU_mtg_21may2024.pptx
  - 09:30
    
    EPFL-01 10m
    
    AI-assisted Plasma State Monitoring for Control and Disruption-free Operations in Tokamaks
    
    Speaker: Alessandro Pau (EPFL)
    
    EUROfusion FSD meeting.pdf
  - 09:40
    
    LPP-ERM-KMS-01 10m
    
    Identification and confinement scaling of hybrid scenarios across multiple devices
    
    Speaker: Prof. Geert Verdoolaege (Ghent University)
    
    Verdoolaege_FSD_KoM_21_05_24.pdf
  - 09:50
    
    VTT-03 10m
    
    Machine learning accelerated pedestal MHD stability simulations
    
    Speaker: Aaro Järvinen (VTT)
    
    PEDMHD_FSD_KOM_AI.pdf
  - 10:00
    
    VTT-02 10m
    
    Applying AI/ML for NBI ionization and slowing-down simulations using ASCOT/BBNBI
    
    Speaker: Antti Snicker (VTT (FinnFusion))
    
    ASCOT_AIML_Snicker.pdf
- 10:10 → 10:30
  PWIE - hosted projects
  
  Convener: Sebastijan Brezinsek (FZJ)
  - 10:10
    
    CEA-02 10m
    
    AI-augmented SOL modelling for capturing impact of filaments on transport and PWI in mean field codes simulations.
    
    Speaker: David Zarzoso
    
    Zarzoso_2024.pdf
  - 10:20
    
    IPPLM-05 10m
    
    LIBS data-processing with Deep Neural Networks and Convolutional Neural Networks for chemical composition quantification in the wall of the next step-fusion reactors
    
    Speaker: Pawel Gasior (IPPLM)
    
    IPPLM_AIML_KOM_2024.pdf
- 10:30 → 11:00
  TE - hosted projects
  
  Convener: Marco Wischmeier (IPP Garching)
  - 10:30
    
    ENEA-03 10m
    
    AI-assisted Causality Detection and Modelling of Plasma Instabilities for Tokamak Disruption Prediction and Control
    
    Speaker: Riccardo Rossi (ENEA)
    
    Rossi R. - AI&ML EUROproject - Causality Detection and Modelling.pdf
  - 10:40
    
    ENEA-04 10m
    
    Development of Physics Informed Neural Networks (PINNs) for Modelling and Prediction of Data in the Form of Time Series
    
    Speaker: Michela Gelfusa (ENEA)
    
    Gelfusa PINN_v2.pdf
  - 10:50
    
    IST-01 10m
    
    Deep Learning for Spectrogram Analysis of Reflectometry Data
    
    Speaker: Jose Vicente (Instituto Superior Técnico (IST))
    
    Presentation_JVicente_FSD_SCM_KoM_AIeML_21_05_2024.pdf
- 11:00 → 11:30
  W7X - hosted projects
  
  Convener: Marcin Jakubowski (IPP)
  - 11:00
    
    CIEMAT-03 10m
    
    Testing cutting-edge AI research to increase pattern recognition and image classification in nuclear fusion databases
    
    Speaker: Augusto Pereira
    
    Kickoff meeting - v1.pdf
  - 11:10
    
    DTU-01 10m
    
    Surrogate modelling of ray-tracing and radiation transport code for faster real-time plasma profile inference in a magnetic confinement device
    
    Speaker: Jan-Matthias Braun (DTU)
    
    Braun_-_Surrogate_modelling_for_faster_plasma_profile_inference.pdf
  - 11:20
    
    EK-CER-01 10m
    
    Fast inference methods of advanced diagnostics for real-time control
    
    Speaker: Gergo Pokol (Wigner RCP)
- 11:30 → 12:05
  
  DISCUSSIONS
  
  Convener: Volker Naulin (EUROfusion)
- 12:05 → 12:20
  
  Coordination of AI&ML knowledge development (THRUST#6) 15m
  
  Speaker: Frank Jenko
- 12:20 → 12:30
  
  Wrapping Up and closure of the meeting 10m
  
  Speaker: Dr Denis Kalupin (EUROfusion PMU)