Machine learning-based real-time kinetic profile reconstruction in DIII-D

R Shousha, J Seo, K Erickson, Z Xing, SK Kim… - Nuclear …, 2023 - iopscience.iop.org
Kinetic equilibrium reconstruction plays a vital role in the physical analysis of plasma
stability and control in fusion tokamaks. However, the traditional approach is subjective and …

[HTML][HTML] Model-free stabilization via Extremum Seeking using a cost neural estimator

S Dubbioso, A Jalalvand, J Wai, G De Tommasi… - Expert Systems with …, 2024 - Elsevier
In this paper, a fully model-free architecture for vertical stabilization of thermonuclear
plasmas in tokamak experimental reactors is presented. For the first time, an Extremum …

Approcci model-free and data-driven per la stabilizzazione verticale del plasma nei tokamak

S Dubbioso - 2024 - research.unipd.it
This doctoral dissertation examines the development of vertical stabilization of the tokamak
plasma to advance magnetic confinement in nuclear fusion research. It investigates the …