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9–12 Sept 2025
Fudan University, Shanghai, China
Europe/Vienna timezone
The programme will be announced soon

Applications of Bayesian data analysis at W7-X stellarator

11 Sept 2025, 13:30
30m
Auditorium Hall HGX 102 (Guanghua Twin Tower) (Fudan University, Shanghai, China)

Auditorium Hall HGX 102 (Guanghua Twin Tower)

Fudan University, Shanghai, China

220 Handan Road, Yangpu District, Shanghai, China 邯郸路 220 号 复旦大学
Oral (Invited) Sensor Fusion and Integrated Data Analysis Sensor Fusion and Integrated Data Analysis

Speaker

Maciej Krychowiak (Max-Planck-Institute for Plasma Physics)

Description

Wendelstein 7-X (W7-X) is a superconducting optimized stellarator built in Greifswald/Germany which started its first operation with limiter plasmas in 2015. Since 2022 it is being operated with fully water-cooled first wall components including high heat flux graphite divertors, allowing quasi steady-state plasma operation. Approx. 50 diagnostic systems are applied to get insights into the physics phenomena of the intrinsically 3D shaped stellarator plasma. Analysis of large amount of data provided by various types of diagnostics/sensors sampling the plasma at different positions poses a big challenge in many modern large-scale nuclear fusion experiments. This complexity can be handled by application of probabilistic data analysis methods based on the Bayes’ theorem in which all statistical and systematic uncertainties of the diagnostic setup itself, of the model parameters as well as interdependencies of global physics parameters can be incorporated providing reliable uncertainties of the inferred quantities as well as correlations between them. Several W7-X diagnostic models have been implemented in the Minerva scientific modelling framework. A few newer applications based on spectroscopic measurements will be presented, for example tomographic reconstruction of 2D impurity radiation profiles in the W7-X divertor plasma [1].

[1] M. Krychowiak et al., Gaussian Process Tomography of carbon radiation in the transition to detached plasmas in the Wendelstein 7-X stellarator, Proceedings of EPS conference 2021

Speaker's email address cak@ipp.mpg.de
Speaker's Affiliation Max-Planck-Institute for Plasma Physics, Greifswald, Germany
Member State or International Organizations Germany

Author

Maciej Krychowiak (Max-Planck-Institute for Plasma Physics)

Co-authors

Dorothea Gradic (Max-Planck-Institute for Plasma Physics) Frederik Henke (Max-Planck-Institute for Plasma Physics) Jakob Svensson (Seed eScience Ltd) Sehyun Kwak (Max-Planck-Institute for Plasma Physics) Stepan Sereda (Max-Planck-Institute for Plasma Physics)

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