Publications of D. Böckenhoff
All genres
Talk (10)
2019
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)
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)
2017
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)
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 (11)
2023
Poster
Application of neural-network-assisted flux surface mapping to diagnostic observations of the Wendelstein 7-X island divertor. 49th EPS Conference on Plasma Physics, Bordeaux (2023)
2022
Poster
Fast diagnostic mapping in non-nested magnetic topologies using 3D field compliant magnetic surface labels and neural network based interpolation. 48th EPS Conference on Plasma Physics, Virtual (submitted)
2021
Poster
Physics Informed Neural Networks towards the real-time calculation of heat fluxes at W7-X. 25th International Conference on Plasma Surface Interactions in Controlled Fusion Devices (PSI 25), Jeju (submitted)
Poster
Effect of W7-X divertor geometry modifications on PFC heat loads. 25th International Conference on Plasma Surface Interactions in Controlled Fusion Devices (PSI 25), Jeju (submitted)
Poster
Proof of concept of a fast surrogate model of the VMEC code via neural networks in Wendelstein 7-X scenarios. DPG-Tagung der Sektion Materie und Kosmos (SMuK), Virtual (submitted)
Poster
Physics-informed neural network of the ideal-MHD model in Wendelstein 7-X configurations. DPG-Frühjahrstagung der Fachverbände Physik der Hadronen und Kerne, Plasmaphysik und des Arbeitskreises Beschleunigerphysik
, Mainz, Virtual (submitted)
2019
Poster
Proxy Plasma State Reconstruction for a Reinforcement Learning Control System for Wendelstein 7-X. 24th International Conference on Plasma Surface Interactions in Controlled Fusion Devices (PSI 24) (virtual), Jeju (submitted)
2018
Poster
Artificial Neural Networks for Plasma Edge Analysis in Wendelstein 7-X. DPG-Frühjahrstagung 2019 der Sektion Materie und Kosmos (SMuK), München (submitted)
Poster
Heat Load Control for Wendelstein 7-X with Machine Learning Approaches. DPG-Frühjahrstagung 2019 der Sektion Materie und Kosmos (SMuK), München (submitted)
2016
Poster
Neural Net Applications for Plasma Edge Analysis in Wendelstein 7-X. DPG-Frühjahrstagung der Sektion Materie und Kosmos (SMuK), Bremen (submitted)
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)
2019
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)
2020
Report
En Route Towards Heat Load Control for Wendelstein 7-X with Machine Learning Approaches. Max-Planck-Institut für Plasmaphysik, Garching (2020), 157 pp.