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Journal Article (7)
1.
Journal Article
161, 111902 (2020)
Assessment of potential heat flux overload of target and first wall components in Wendelstein 7-X finite-beta magnetic configurations and choice of locations for temperature monitoring. Fusion Engineering and Design 2.
Journal Article
59, 126029 (2019)
Neural network regression approaches to reconstruct properties of magnetic configuration from Wendelstein 7-X modeled heat load patterns. Nuclear Fusion 3.
Journal Article
59, 016012 (2019)
Neural network performance enhancement for limited nuclear fusion experiment observations supported by simulations. Nuclear Fusion 4.
Journal Article
59, 086031 (2019)
Application of improved analysis of convective heat loads on plasma facing components to Wendelstein 7-X. Nuclear Fusion 5.
Journal Article
59, 112004 (2019)
Overview of first Wendelstein 7-X high-performance operation. Nuclear Fusion 6.
Journal Article
59, 126012 (2019)
Scenario with combined density and heating control to reduce the impact of the bootstrap current in Wendelstein 7-X. Nuclear Fusion 7.
Journal Article
58, 056009 (2018)
Reconstruction of magnetic configurations in W7-X using artificial neural networks. Nuclear Fusion Talk (5)
8.
Talk
Deep Neural Network Based Reconstruction of Plasma Properties for Wendelstein 7-X. 2nd International Conference on Data Driven Plasma Science (ICDDPS), Marseille (submitted)
9.
Talk
Neural Networks for Feature Extraction from Wendelstein 7-X Infra-Red Images. 3rd IAEA Technical Meeting on Fusion Data Processing, Validation and Analysis, Vienna (submitted)
10.
Talk
Scenario with Combined Density and Heating Control to Reduce the Impact of Bootstrap Current in Wendelstein 7-X. 9th International Workshop on "Stochasticity in Fusion Plasmas (SFP)" – 3D Physics in Stellarators and Tokamaks, Bad Honnef (2019)
11.
Talk
Analysing the performance of neural networks on reconstructing edge plasma properties in Wendelstein 7-X. 82. Jahrestagung der DPG und DPG-Frühjahrstagung der Sektion AMOP, Erlangen (submitted)
12.
Talk
Protection of the First Wall of Wendelstein 7-X with Artificial Neural Networks. 82. Jahrestagung der DPG und DPG-Frühjahrstagung der Sektion AMOP, Erlangen (submitted)
Poster (5)
13.
Poster
Fast neural network surrogates for VMEC MHD equilibrium code. DPG-Frühjahrstagung der Sektion Atome, Moleküle, Quantenoptik und Plasmen (SAMOP), Hannover (submitted)
14.
Poster
Artificial Neural Networks for Plasma Edge Analysis in Wendelstein 7-X. DPG-Frühjahrstagung 2019 der Sektion Materie und Kosmos (SMuK), München (submitted)
15.
Poster
Heat Load Control for Wendelstein 7-X with Machine Learning Approaches. DPG-Frühjahrstagung 2019 der Sektion Materie und Kosmos (SMuK), München (submitted)
16.
Poster
Neural Net Applications for Plasma Edge Analysis in Wendelstein 7-X. DPG-Frühjahrstagung der Sektion Materie und Kosmos (SMuK), Bremen (submitted)
17.
Poster
Protection of the first wall of Wendelstein 7-X with neural nets. DPG-Frühjahrstagung der Sektion Materie und Kosmos (SMuK), Bremen (submitted)
Thesis - PhD (1)
18.
Thesis - PhD
En Route Towards Heat Load Control for Wendelstein 7-X with Machine Learning Approaches. Dissertation, 163 pp., Universität Greifswald, Greifswald (2019)
Report (1)
19.
Report
En Route Towards Heat Load Control for Wendelstein 7-X with Machine Learning Approaches. Max-Planck-Institut für Plasmaphysik, Garching (2020), 157 pp.