FSD Science Coordination Meeting / KoM AI&ML projects
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
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09:00
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09:10
INTRODUCTION 10m
Objectives of the meeting
Speaker: Dr Denis Kalupin (EUROfusion PMU) -
09:10
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10:10
PrIO - hosted projectsConvener: Xavier Litaudon
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09:10
CEA-03 10m
Towards Tokamak operations Conversational AI Interface Using Multimodal Large Language Models
Speaker: Feda Almuhisen -
09:20
DIFFER-01 10m
Machine learning accelerated SOL simulations: SOLPS-NN
Speaker: Dr Sven Wiesen (DIFFER) -
09:30
EPFL-01 10m
AI-assisted Plasma State Monitoring for Control and Disruption-free Operations in Tokamaks
Speaker: Alessandro Pau (EPFL) -
09:40
LPP-ERM-KMS-01 10m
Identification and confinement scaling of hybrid scenarios across multiple devices
Speaker: Prof. Geert Verdoolaege (Ghent University) -
09:50
VTT-03 10m
Machine learning accelerated pedestal MHD stability simulations
Speaker: Aaro Järvinen (VTT) -
10:00
VTT-02 10m
Applying AI/ML for NBI ionization and slowing-down simulations using ASCOT/BBNBI
Speaker: Antti Snicker (VTT (FinnFusion))
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09:10
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10:10
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10:30
PWIE - hosted projectsConvener: Sebastijan Brezinsek (FZJ)
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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 -
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)
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10:10
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10:30
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11:00
TE - hosted projectsConvener: Marco Wischmeier (IPP Garching)
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10:30
ENEA-03 10m
AI-assisted Causality Detection and Modelling of Plasma Instabilities for Tokamak Disruption Prediction and Control
Speaker: Riccardo Rossi (ENEA) -
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) -
10:50
IST-01 10m
Deep Learning for Spectrogram Analysis of Reflectometry Data
Speaker: Jose Vicente (Instituto Superior Técnico (IST))
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10:30
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11:00
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11:30
W7X - hosted projectsConvener: Marcin Jakubowski (IPP)
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11:00
CIEMAT-03 10m
Testing cutting-edge AI research to increase pattern recognition and image classification in nuclear fusion databases
Speaker: Augusto Pereira -
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) -
11:20
EK-CER-01 10m
Fast inference methods of advanced diagnostics for real-time control
Speaker: Gergo Pokol (Wigner RCP)
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11:00
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11:30
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12:05
DISCUSSIONSConvener: Volker Naulin (EUROfusion)
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12:05
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12:20
Coordination of AI&ML knowledge development (THRUST#6) 15mSpeaker: Frank Jenko
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12:20
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12:30
Wrapping Up and closure of the meeting 10mSpeaker: Dr Denis Kalupin (EUROfusion PMU)
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09:00
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09:10