4th IAEA Technical Meeting on Fusion Data Processing, Validation and Analysis

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Tuesday 30 Nov

Wednesday 1 Dec

Thursday 2 Dec

Friday 3 Dec

Monday 6 Dec

Monday 29 Nov

Conference opening; (Hosted by Sehila)

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Contributions*

A Bayesian model of filamentary dynamics in MAST (in session "Tuesday 30 Nov")

A Preliminary Study on Experimental Data Analysis System and Breakdown Prediction Based on Neural Networks for EAST-NBI (in session "Monday 29 Nov")

Adaptive and transfer learning for disruption classification and prevention on ASDEX-Upgrade and JET (in session "Wednesday 1 Dec")

An advanced plasma current tomography based on Bayesian inference and neural networks (in session "Thursday 2 Dec")

AN EXAMPLE FOR COMPLEMENTARITY BETWEEN PLASMA PHYSICS AND DATA-DRIVEN RESEARCH (in session "Tuesday 30 Nov")

ANALYSIS OF ELECTRON CYCLOTRON EMISSION MEASUREMENTS WITH RADIATION TRANSPORT MODELING IN PRESENT AND FUTURE FUSION DEVICES (in session "Friday 3 Dec")

Anisotropic diffusion as a proxy model for the estimation of heat-loads on plasma-facing components (in session "Thursday 2 Dec")

APPLICATION OF TOMOGRAPHY METHODS IN EAST LINE-INTEGRATED X-RAY RADIATION DIAGNOSTICS (in session "Thursday 2 Dec")

ASSESSING PHASE AND AMPLITUDE INFLUENCE IN SYNCHRONIZATION EXPERIMENTS (in session "Thursday 2 Dec")

Bayesian Inference of Experimental Particle Transport in Tokamak Plasmas (in session "Tuesday 30 Nov")

BAYESIAN PROBABILISTIC DATA ANALYSIS PLATFORM R&D ON HL-2A (in session "Tuesday 30 Nov")

Bringing Anomalous Transport Models to the TRANSP Code as IMAS Components (in session "Monday 29 Nov")

CATALOGUING OF ITER SIMULATIONS USING SIMDB (in session "Monday 29 Nov")

CLASSIFYING AND LOCATING ALFVÉN EIGENMODES IN TOKAMAK PLASMAS BASED ON A HIGH RESOLUTION ECE DIAGNOSTIC AT DIII-D USING DEEP NEURAL NETWORKS AND IMAGE PROCESSING TECHNIQUES (in session "Monday 29 Nov")

COMPARISON OF UNSUPERVISED METHODS TO DETERMINE COMMON PATTERNS IN THE TERMINATION PHASE OF DISRUPTIVE DISCHARGES IN JET (in session "Wednesday 1 Dec")

CONDITIONAL RECURRENT PLOTS AND TRANSFER ENTROPY FOR OBSERVATIONAL CAUSALITY DETECTION (in session "Thursday 2 Dec")

Conference Closure; Hosted by Sehila Gonzalez

Data Forcasting of Gyro-Landau Extended Fluid Code Using Neural Networks (in session "Wednesday 1 Dec")

DATA-DRIVEN DISCOVERY APPROACH TO TACKLE TURBULENCE IN FUSION PLASMA (in session "Friday 3 Dec")

Deep Learning and Image Processing for the Automated Analysis of Thermal Events on the First Wall and Divertor of Fusion Reactors (in session "Wednesday 1 Dec")

Deep learning for fast Bayesian inference of plasma diagnostic models (in session "Thursday 2 Dec")

Demonstration of the FAIR4Fusion Data Discovery and Access Portal (in session "Monday 29 Nov")

Design of a soft-X ray imaging system and tomography analysis based on Bayesian principle (in session "Thursday 2 Dec")

DETECTING CAUSAL RELATIONS BETWEEN TIME SERIES WITH NEURAL NETWROKS (in session "Thursday 2 Dec")

DEVELOPMENT OF A FAIR BASED APPROACH TO DATA MANAGEMENT AND SHARING WITHIN EUROFUSION (in session "Friday 3 Dec")

Development of Data Assimilation System for Control of Toroidal Plasmas (in session "Tuesday 30 Nov")

DEVELOPMENT OF INVERSE THERMOGRAPHY METHODS BASED ON INFRARED SYNTHETIC DIAGNOSTIC (in session "Thursday 2 Dec")

DEVELOPMENT OF SYNTHETIC DIAGNOSTICS FOR ITER (in session "Friday 3 Dec")

DEVELOPMENT OF THE ITER SYNTHETIC REFLECTOMETRY DIAGNOSTIC (in session "Thursday 2 Dec")

DISRUPTION PREDICTION BASED ON PHYSICAL FEATURE EXTRACTION IN J-TEXT AND EAST (in session "Wednesday 1 Dec")

DISRUPTION PREDICTION WITH DEEP HYBRID NEURAL NETWORK FEATURE EXTRACTOR DESIGNED SPECIFIC FOR TOKAMAK ON J-TEXT (in session "Wednesday 1 Dec")

EMPIRICAL MODELING OF KINETIC PROFILE SHAPES USING NEURAL NETWORKS (in session "Wednesday 1 Dec")

Energy confinement scaling with machine size in the updated ITPA global H-mode confinement database (in session "Tuesday 30 Nov")

Error estimation in filament measurements using a synthetic probe (in session "Thursday 2 Dec")

Experimental data analysis and Proposal validation of EAST tokamak based on machine learning approach (in session "Friday 3 Dec")

FAST CHARACTERIZATION OF PLASMA STATES IN W7-X WITH PERMUTATION ENTROPY (in session "Tuesday 30 Nov")

FAST INTEGRATED MODELLING USING A NEURAL NETWORK SURROGATE MODEL FOR TURBULENT TRANSPORT (in session "Tuesday 30 Nov")

Full life-cycle provenance of physical modules repositories for integrated modeling and analysis workflow (in session "Friday 3 Dec")

FUSION CLOUD – Open Science Platform for Fusion Research in Japan – (in session "Friday 3 Dec")

IMAS - INTEGRATED WORKFLOW FOR ENERGETIC PARTICLE STABILITY (in session "Friday 3 Dec")

Implementation and validation of swept density reflektometry to integrated data analysis at ASDEX Upgrade (in session "Friday 3 Dec")

IMPROVEMENTS IN EFFICIENCY OF GYROKINETIC SIMULATION RUNS WITH CONVOLUTIONAL NEURAL NETWORK MODELS ANALYZING NONLINEAR SATURATION PROCESSES (in session "Tuesday 30 Nov")

Informed Sampling of the Plasma Hyperspace for Digital Twinning (in session "Tuesday 30 Nov")

Integrated Data Analysis: Status and Prospects for Future Fusion Devices (in session "Friday 3 Dec")

Introduction to Bayesian methods and their use in fusion data analysis (in session "Monday 29 Nov")

Introduction to IMAS (in session "Monday 29 Nov")

Introduction to Scientific Machine Learning and Deep Learning (in session "Monday 29 Nov")

Introductions to Digital Twin and Knowledge Graph Applications at Zhejiang Lab (in session "Monday 6 Dec")

Machine learning models for real-time inference of plasma dynamics using the 2-dimensional beam emission spectroscopy system at DIII-D (in session "Wednesday 1 Dec")

Making MAST Open Data FAIR Compiant (in session "Friday 3 Dec")

Mori-Zwanzig projection operator method as a statistical correlation analysis of time-series data (in session "Monday 29 Nov")

Near real-time streaming analysis of big fusiondata (in session "Friday 3 Dec")

NON-PARAMETRIC INFERENCE OF IMPURITY TRANSPORT COEFFICIENTS IN THE ASDEX UPGRADE TOKAMAK. (in session "Tuesday 30 Nov")

Normalizing flows for likelihood-free inference with fusion simulations (in session "Tuesday 30 Nov")

OBSERVATIONAL CAUSALITY DETECTION FOR TIME SERIES: FROM THEORY TO PRACTICE (in session "Thursday 2 Dec")

Offline automated model predictive control of SOLPS-ITER plasma edge simulations (in session "Tuesday 30 Nov")

OPEN WORLD LEARNING: A NEW PARADIGM FOR DISRUPTION PREDICTION (in session "Wednesday 1 Dec")

PERFORMANCE ANALYSIS OF THE CENTROID METHOD PREDICTOR IN THE JET REAL TIME NETWORK (in session "Wednesday 1 Dec")

PLASMA CONFINEMENT MODE CLASSIFICATION USING A SEQUENCE-TO-SEQUENCE NEURAL NETWORK WITH ATTENTION (in session "Wednesday 1 Dec")

Predicting locked-mode disruptions with explainable deep learning on MHD spectrograms (in session "Wednesday 1 Dec")

Progress in the Application of Machine Learning and Artificial Intelligence To Enhance EFIT Equilibrium Reconstruction for Fusion Data Analysis and Real-Time Applications (in session "Thursday 2 Dec")

PROVENANCE IN FUSION: APPLYING THE W3C-PROV MODEL TO FUSION DATA (in session "Friday 3 Dec")

REAL-TIME DISRUPTION PREDICTION IN THE PLASMA CONTROL SYSTEM OF HL-2A BASED ON DEEP LEARNING (in session "Wednesday 1 Dec")

REAL-TIME INFERENCING AND CONTROL FOR FAST PLASMA DYNAMICS WITH BEAM EMISSION SPECTROSCOPY AT DIII-D (in session "Wednesday 1 Dec")

Reduced transport model development informed by machine learning tools (in session "Wednesday 1 Dec")

RESEARCHES ON THE RECONSTRUCTION ALGORITHM OF ELECTRON DENSITY PROFILES BASED ON MACHINE LEARNING TECHNIQUES (in session "Thursday 2 Dec")

Scalable Bayesian inference with model based machine learning (in session "Wednesday 1 Dec")

Single Gaussian process method for profile fitting in arbitrary tokamak regimes (in session "Tuesday 30 Nov")

SPATIO-TEMPORAL DETECTION AND TRACKING OF THERMAL EVENTS ON THE PLASMA FACING COMPONENTS OF WENDELSTEIN 7-X (in session "Wednesday 1 Dec")

STATUS, PROSPECTS, AND BENCHMARKING OF THE MINERVA BAYESIAN MODELING FRAMEWORK AT WENDELSTEIN 7-X (in session "Thursday 2 Dec")

Synthetic diagnostics tools for identification of the L-H transition in ITER PFPO campaigns (in session "Friday 3 Dec")

tofu: an open-source python library for synthetic diagnostics, data analysis and inversions for fusion (in session "Monday 29 Nov")

Toward Automatic Wall Protection of Magnetic Fusion Reactors based on Infrared Monitoring (in session "Wednesday 1 Dec")

TOWARDS IMPLEMENTING THE FAIR4FUSION OPEN DATA BLUEPRINT (in session "Friday 3 Dec")

UNSUPERVISED LEARNING FOR LATENT DATA ANALYSIS USING SOURCE SEPARATION (in session "Monday 6 Dec")

Update of the architecture for the implementation of the fusion FAIR data framework. (in session "Monday 29 Nov")

Utilising cloud resources to perform Monte-Carlo based UQ of fusion simulations (in session "Tuesday 30 Nov")

WEST DATA PROCESSING WORKFLOW AND STATISTICAL ANALYSIS (in session "Friday 3 Dec")

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11/29/21

11/30/21

12/1/21

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12/3/21

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12/6/21

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